ML Framework Categories

Uncategorized

399 frameworks

Data Science Bootcamps

Educational programs, learning labs, and guided projects teaching data science fundamentals through hands-on workflows and real datasets. Does NOT include general programming courses, specialized domain applications (e.g., financial engineering), or individual ML framework documentation.

291 frameworks

Reinforcement Learning Frameworks

Complete RL algorithm implementations and educational resources for training agents using policy gradient, Q-learning, actor-critic, and other methods. Does NOT include game-playing agents, robotics simulators, or domain-specific RL applications—only the core algorithmic frameworks and tutorials.

290 frameworks

Anomaly Detection Systems

Tools and frameworks for detecting anomalies across various data types (time-series, images, network traffic, industrial systems) using ML techniques like autoencoders, isolation forests, and statistical methods. Does NOT include general classification frameworks, fraud detection as a standalone domain, or intrusion detection systems focused primarily on security/cybersecurity applications.

276 frameworks

Graph Neural Networks

Frameworks, libraries, and tutorials for building graph neural networks (GNNs) and applying them to structured data like graphs, networks, and relational problems. Does NOT include general knowledge graphs, link prediction without GNN focus, or non-graph deep learning architectures.

274 frameworks

Fraud Detection ML

Machine learning and deep learning systems for detecting fraudulent transactions in financial and e-commerce contexts. Does NOT include general anomaly detection, identity resolution, or other fraud types (insurance claims, data injection attacks, authentication systems).

261 frameworks

Chemical Property ML

Tools for predicting molecular and material properties using machine learning, including frameworks, structures, and spectra. Focuses on chemistry-specific ML applications. Does NOT include general drug discovery pipelines, protein design, or sequence-based predictions.

253 frameworks

Time Series Forecasting

Deep learning frameworks and libraries specifically designed for time series forecasting, prediction, and analysis using neural networks and meta-learning approaches. Does NOT include general time series machine learning toolkits, changepoint detection, or time series segmentation without forecasting focus.

252 frameworks

Customer Churn Prediction

End-to-end machine learning projects for predicting customer churn using classification algorithms, feature engineering, and business analytics. Does NOT include general churn datasets without predictive modeling, subscription management systems, or retention strategy frameworks without ML implementation.

249 frameworks

Algorithmic Trading Bots

AI-powered trading bots and frameworks that execute automated trading strategies across crypto and stock markets. Includes backtesting, strategy optimization, and real-time execution. Does NOT include general price prediction models, portfolio analysis tools, or non-trading financial dashboards.

244 frameworks

ML Frameworks Directories

Curated collections, awesome lists, and resource directories for discovering ML tools, frameworks, libraries, and learning resources across AI domains. Does NOT include tutorials, courses, hands-on implementations, or specific tool reviews focused on individual applications.

233 frameworks

Medical Image Segmentation

Deep learning models and frameworks for segmenting anatomical structures and tissues in medical images (ultrasound, CT, MRI, OCT). Does NOT include general image segmentation, medical image registration, or non-segmentation medical imaging tasks.

229 frameworks

Credit Risk Modeling

End-to-end machine learning systems for predicting loan defaults, credit risk scoring, and borrower assessment using classification models, feature engineering, and interactive dashboards. Does NOT include general financial forecasting, insurance pricing, or socioeconomic prediction unrelated to lending decisions.

228 frameworks

Explainability Interpretability Frameworks

Tools and frameworks for explaining, interpreting, and evaluating machine learning model predictions and decisions. Includes XAI methods, explanation techniques, robustness evaluation, and interpretability benchmarks. Does NOT include general model evaluation, performance metrics, or domain-specific applications (e.g., medical diagnosis, autonomous vehicles) unless focused on their interpretability aspects.

223 frameworks

Crop Yield Prediction

Tools for predicting agricultural crop yields and productivity using machine learning, weather data, soil analysis, and historical farming data. Does NOT include crop disease detection, pest management, or general farm management systems without yield prediction as a primary function.

223 frameworks

Deep Learning Textbooks

Implementations and code companions for deep learning textbooks and educational books (primarily "Dive into Deep Learning" and similar structured learning resources). Does NOT include general tutorials, documentation, or frameworks without an accompanying textbook.

222 frameworks

Go ML Bindings

Language bindings and wrappers for running machine learning inference in Go, including TensorFlow, MXNet, Caffe2, and other frameworks. Does NOT include Go implementations of ML algorithms from scratch, NLP tools, or general Go utilities.

222 frameworks

Agent Framework Platforms

Production-ready frameworks and platforms for building, deploying, and orchestrating multi-agent AI systems with reasoning, tool use, and autonomous task execution. Does NOT include single-agent chatbots, LLM fine-tuning frameworks, or agent educational tutorials/learning materials.

213 frameworks

Learning Resources Collections

Educational repositories and course materials teaching machine learning concepts through lectures, exercises, and structured curricula. Does NOT include framework documentation, algorithm implementations, or hands-on project templates.

210 frameworks

ML Textbook Notes

Study notes, reading guides, and conceptual explanations for machine learning textbooks and theory books. Includes whiteboard series, book summaries, and theoretical foundations. Does NOT include hands-on implementation projects, frameworks, datasets, or courses with assignments.

209 frameworks

Energy Sector Forecasting

ML/DL models for predicting energy demand, generation, and consumption across power grids, renewable sources, and microgrids. Does NOT include general time-series forecasting, carbon tracking apps, or non-energy infrastructure applications.

207 frameworks

Rare Historical Language Datasets

Programming language datasets for obscure, vintage, or niche languages that don't fit modern paradigms (Polar, Plankalkül, APL, Prolog, Information Processing Language, etc.). Does NOT include widely-used languages, actively maintained modern frameworks, or languages already covered by other categories like Lisp dialects or C-family languages.

202 frameworks

ML Project Collections

Curated repositories of multiple machine learning projects and implementations across various algorithms and domains. Does NOT include frameworks, libraries, or single-purpose tools—only collections meant for learning and portfolio building.

199 frameworks

EEG Brain Signal Processing

ML tools and frameworks for analyzing EEG/brain signals for classification, feature extraction, and brain-computer interfaces. Includes signal filtering, emotion/motor imagery recognition, and neurological disorder prediction from EEG data. Does NOT include general medical imaging (fMRI analysis belongs elsewhere), ADHD detection via non-EEG methods, or eye-tracking applications.

198 frameworks

Julia ML Frameworks

Machine learning and scientific computing frameworks written in or for Julia, including optimization layers, deep learning tools, and probabilistic programming. Does NOT include general Julia utilities, non-ML applications, or frameworks for other languages.

189 frameworks

Stock Price Forecasting

Deep learning and machine learning projects for predicting stock prices and market trends using historical data and neural networks (LSTM, RNN, CNN). Does NOT include general stock market analysis, backtesting frameworks, data scraping tools, or trading strategy implementations without predictive modeling.

189 frameworks

Computer Vision Frameworks

Practical computer vision libraries, toolkits, and integrated systems for building vision applications. Includes geometric CV libraries, annotation tools, and task-specific implementations. Does NOT include domain-specific applications (security systems, medical diagnosis), datasets, or general ML frameworks.

186 frameworks

Machine Consciousness Frameworks

Theoretical frameworks and architectural blueprints for modeling, implementing, or understanding consciousness in artificial systems. Includes epistemology of machine awareness, self-auditing mechanisms, and philosophical foundations of AI sentience. Does NOT include general cognitive architectures, neuroscience datasets, or AI ethics governance frameworks without explicit consciousness mechanisms.

176 frameworks

AI Learning Notebooks

Educational Jupyter notebooks and tutorial collections for learning AI/ML concepts from scratch. Includes beginner-friendly implementations, study materials, and practice exercises across various AI domains. Does NOT include framework documentation, production tools, competition solutions, or research paper implementations.

174 frameworks

Multi-Crop Disease Detection

Tools for detecting diseases across multiple crop types using image analysis and deep learning. Includes web/mobile apps, APIs, and trained models for general plant health assessment. Does NOT include single-crop focused tools, yield prediction, or IoT/sensor-based monitoring systems.

173 frameworks

YOLO Object Detection

Implementations and applications of YOLO (You Only Look Once) neural networks for real-time object detection across images and video streams. Does NOT include general computer vision frameworks, non-YOLO detection models, or object detection without YOLO specifically.

170 frameworks

JavaScript ML Libraries

Lightweight machine learning algorithm implementations and libraries written in JavaScript/TypeScript for client-side or Node.js environments. Does NOT include ML frameworks for other languages, model serving infrastructure, domain-specific ML applications, or datasets.

168 frameworks

Java ML Implementations

Pure Java implementations of machine learning algorithms and basic models built from scratch for educational purposes. Does NOT include framework wrappers, API clients, or application-specific ML projects (e.g., fraud detection, image classification tasks).

167 frameworks

Personal Blogs Portfolios

Personal blogs, portfolios, and devlogs documenting individual journeys in AI/ML topics. Does NOT include project repositories, educational courses, or institutional resources—only personal knowledge-sharing websites.

167 frameworks

Research Paper Curation

Curated collections and tracking systems for discovering, organizing, and summarizing academic ML/AI research papers. Does NOT include paper implementation tutorials, course materials, or individual research repositories.

166 frameworks

Personal Portfolio Websites

Personal websites showcasing individual developers' and data scientists' project portfolios, resumes, and professional profiles. Does NOT include portfolio optimization frameworks, portfolio management systems, or organization websites.

166 frameworks

GAN Image Generation

Implementations and applications of GANs specifically for generating, transforming, or enhancing images across domains (medical, game assets, faces, etc.). Does NOT include diffusion models, VAEs, or other generative architectures; focuses on GAN variants (DCGAN, CycleGAN, StyleGAN, conditional GANs) and their practical deployments.

165 frameworks

ML Algorithm Implementations

Educational code repositories demonstrating machine learning algorithms and techniques through practical examples and tutorials. Does NOT include framework libraries, research papers, or production-ready ML systems.

160 frameworks

TensorFlow Certificate Courses

Course materials, assignments, and learning resources from official TensorFlow certification programs (Coursera, Udemy, etc.). Does NOT include general TensorFlow tutorials, framework documentation, or non-certificate-aligned projects.

160 frameworks

Lightweight Neural Networks

Minimal, educational neural network frameworks built from scratch in C/C99/C++ without heavy dependencies. Includes basic implementations of MLPs, CNNs, and training algorithms for learning purposes. Does NOT include production-grade frameworks (TensorFlow, PyTorch), frameworks with GPU/CUDA as primary focus, or tensor computation libraries.

156 frameworks

AI Code Assistants

Tools and applications that use AI to enhance developer productivity through code completion, bug fixing, documentation generation, and automated code review. Does NOT include general IDE extensions, code editors, or non-AI development tools.

154 frameworks

Movie Recommendation Systems

End-to-end movie/TV recommendation systems using collaborative filtering, content-based filtering, or hybrid approaches. Includes implementations with datasets, ML models, and deployments. Does NOT include general recommendation frameworks, fashion/product recommendations, or music recommendations.

153 frameworks

Weather Forecasting ML

Machine learning models and systems for weather prediction, climate forecasting, and meteorological analysis using various ML techniques (neural networks, random forests, etc.). Does NOT include general climate science, atmospheric modeling without ML focus, or weather data collection/APIs.

152 frameworks

Sign Language Recognition

Tools for real-time recognition, detection, and translation of sign language gestures into text or speech using computer vision and machine learning. Does NOT include general gesture recognition, speech-to-text, or accessibility applications without sign language focus.

152 frameworks

ML Frameworks Project Collections

Collections of multiple AI/ML/DL projects grouped by learning level, domain, or curriculum. Includes project repositories, learning paths, and portfolio showcases. Does NOT include individual specialized projects, single-purpose tools, or domain-specific implementations (those have their own categories).

151 frameworks

Rust ML Libraries

Comprehensive machine learning frameworks and libraries for Rust covering supervised/unsupervised learning, algorithms, and numerical computing. Does NOT include embedding-specific tools, vector databases, or domain-specific applications (e.g., kelp classification).

151 frameworks

AI Workflow Automation

Platforms and builders for creating, visualizing, and executing automated workflows using AI/ML components with low-code/no-code interfaces. Does NOT include general project management tools, business process consulting, or individual task automation scripts without workflow orchestration capabilities.

147 frameworks

AI Projects Collections

Curated collections and portfolios of diverse AI/ML projects demonstrating multiple techniques and applications. Does NOT include single-purpose tools, framework libraries, course assignments, or specialized domain applications.

146 frameworks

Federated Learning Frameworks

Tools and platforms for implementing federated learning systems, including frameworks for distributed model training, aggregation algorithms, personalization, and edge device optimization. Does NOT include general distributed machine learning, centralized training platforms, or non-federated privacy-preserving techniques.

145 frameworks

Self-Supervised Learning

Implementations and research of self-supervised learning methods, including contrastive approaches (SimCLR, BYOL) and non-contrastive techniques. Does NOT include supervised learning, semi-supervised learning, or general representation learning frameworks without explicit self-supervised focus.

145 frameworks

Lightweight Training Utilities

Minimal, self-contained frameworks and trainer abstractions that simplify PyTorch workflows with high-level APIs. Does NOT include model architectures, learning resources, compiler tools, or framework-agnostic runtimes.

144 frameworks

Board Game AI Engines

AI implementations for turn-based board games (chess, checkers, Chinese checkers, and similar strategy games) using game-tree search algorithms like minimax and alpha-beta pruning. Does NOT include general game AI frameworks, reinforcement learning agents for video games, or algorithm tutorials without a specific game implementation.

144 frameworks

Housing Price Prediction

End-to-end ML projects for predicting residential property prices using regression models, feature engineering, and real estate datasets. Does NOT include commercial real estate valuation, rental demand forecasting, or general property investment analysis tools.

143 frameworks

Quantum Machine Learning

Frameworks, libraries, and research implementations combining quantum computing with machine learning algorithms. Includes quantum neural networks, variational quantum circuits, quantum state preparation, and quantum NLP. Does NOT include general quantum computing, classical ML frameworks, or recommendation systems.

139 frameworks

Predictive Maintenance ML

Machine learning systems for predicting equipment failures, remaining useful life, and maintenance scheduling across industrial assets (engines, turbines, bearings, tools). Does NOT include general time-series forecasting, demand prediction, or price estimation unrelated to equipment health.

138 frameworks

PyTorch Learning Resources

Educational tutorials, guides, and beginner-friendly materials for learning PyTorch fundamentals and core concepts. Does NOT include pre-trained model collections, production training utilities, or specialized domain applications.

137 frameworks

R Language ML Education

Educational resources, tutorials, workshops, and case studies for learning machine learning techniques and applications specifically in the R programming language. Does NOT include general R programming guides, Python ML frameworks, or non-educational ML repositories.

135 frameworks

IDS ML Implementations

Machine learning and deep learning implementations of network intrusion detection systems (IDS) using datasets like NSL-KDD and ISCX. Does NOT include general anomaly detection, malware detection, or IDS systems without ML/DL components.

135 frameworks

Fact Checking Systems

AI tools for automated fact-checking, misinformation detection, and credibility assessment of claims and content. Does NOT include general content moderation, spam filtering, or sentiment analysis tools without fact-verification capabilities.

132 frameworks

Image Classification Tutorials

Educational projects and implementations of image classification models (CNNs, traditional ML) on standard datasets. Does NOT include production systems, dataset creation tools, or domain-specific applications (medical imaging, satellite imagery, etc.).

130 frameworks

Linguistic Datasets

Collections of language-specific textual and computational resources for training NLP models. Includes datasets, dictionaries, and corpora for individual languages. Does NOT include general multilingual models, machine translation frameworks, or non-linguistic AI tools.

128 frameworks

Digital Pathology MIL

AI frameworks and tools specifically for analyzing whole-slide histopathology images using multiple instance learning, attention mechanisms, and weakly supervised learning. Does NOT include general medical imaging, segmentation-only approaches, or non-pathology tissue analysis applications.

127 frameworks

AI Red Teaming

Tools, frameworks, and resources for adversarial testing of AI systems, offensive security automation, and red team operations using AI. Does NOT include general cybersecurity training, vulnerability scanning, or non-AI-specific penetration testing platforms.

127 frameworks

Deepfake Detection Systems

Tools and models for detecting deepfakes, face manipulations, and AI-generated/tampered media in images and videos. Does NOT include general image classification, face recognition, or adversarial attack frameworks.

126 frameworks

ML Fundamentals Education

Educational repositories, courses, textbooks, and study materials covering foundational machine learning, deep learning, and AI concepts. Does NOT include specific application projects, competition solutions, or production ML systems.

125 frameworks

Diabetes Glucose Prediction

ML applications for predicting diabetes risk and blood glucose levels in patients. Includes early detection systems, personalized glucose forecasting, and diabetes risk stratification. Does NOT include general health prediction, obesity/nutrition prediction, or other disease prediction systems.

125 frameworks

NumPy-Based Neural Networks

Educational implementations of neural networks built from scratch using NumPy, featuring manual backpropagation and automatic differentiation. Does NOT include production frameworks (TensorFlow, PyTorch), pre-built libraries, or high-level wrappers around existing frameworks.

124 frameworks

Coursera Deep Learning Assignments

Completed coursework, solutions, and notes from Andrew Ng's Deep Learning Specialization on Coursera. Does NOT include other ML courses, standalone deep learning tutorials, or frameworks/libraries.

124 frameworks

MLOps Workflow Orchestration

End-to-end MLOps pipeline frameworks and tools for automating ML workflows, model training, deployment, and monitoring in production. Does NOT include individual orchestration tools (like Airflow or Argo) standalone, general workflow automation, or task scheduling without ML-specific components.

124 frameworks

JAX ML Frameworks

Libraries and frameworks built on JAX for neural networks, optimization, and machine learning research. Includes JAX-based neural network layers, training utilities, optimization algorithms, and domain-specific extensions (graphs, replay buffers, Earth observation). Does NOT include general Python ML frameworks, probabilistic programming languages, or domain applications built with JAX.

122 frameworks

Android Vision ML

Android mobile applications for on-device computer vision tasks using TensorFlow Lite, LiteRT, or ML Kit frameworks. Includes image classification, object detection, and real-time camera analysis on Android devices. Does NOT include web-based vision tools, desktop applications, or ML frameworks without Android implementations.

121 frameworks

Python Learning Tutorials

Beginner-friendly Python learning materials, exercises, and mini-projects covering core language fundamentals and basic frameworks. Does NOT include specialized ML/AI applications, advanced projects, or domain-specific implementations (those belong in dedicated categories like ml-interview-preparation, educational-ml-projects, etc.).

120 frameworks

Sentiment Analysis Applications

Web and UI-based sentiment analysis tools with real-time processing, visualization, and social media integration. Does NOT include model training frameworks, academic datasets, or backend ML infrastructure.

119 frameworks

Personal GitHub Profiles

Personal GitHub profile README repositories and bio pages that serve as self-introductions. Does NOT include portfolio projects, technical repositories, or profiles focused on specific tools/frameworks.

119 frameworks

AI Industry Guidance

Resources, methodologies, and platforms for understanding, implementing, and managing AI adoption in organizations. Includes frameworks for AI integration, enterprise AI knowledge bases, and comprehensive guides to AI tools and technologies. Does NOT include specific ML model implementations, technical tutorials, or domain-specific AI applications.

118 frameworks

AutoML Frameworks

Comprehensive AutoML platforms and tools that automate end-to-end machine learning pipeline creation, including model selection, hyperparameter tuning, and feature engineering for tabular and structured data. Does NOT include specialized neural architecture search, individual hyperparameter optimization tools, or domain-specific ML applications.

117 frameworks

Heart Disease Prediction

Web applications that predict cardiovascular disease risk using machine learning models trained on clinical health parameters. Does NOT include general multi-disease platforms, maternal health prediction, appointment no-show forecasting, or wearable device integrations.

117 frameworks

Skin Lesion Diagnosis

AI systems for automated classification and detection of skin diseases and skin cancer from dermoscopic or photographic images. Includes web apps, mobile deployments, and clinical decision support tools. Does NOT include oral cancer, tongue disease, or other non-dermatological lesion detection systems.

117 frameworks

Distributed Training Frameworks

Frameworks and libraries for distributed training of machine learning models across multiple GPUs, nodes, or devices using data parallelism, model parallelism, or hybrid approaches. Does NOT include single-machine training optimization, inference frameworks, or educational tutorials on distributed concepts without working implementations.

116 frameworks

Quantitative Trading Frameworks

Complete platforms and frameworks for building algorithmic trading systems with ML/AI capabilities, including backtesting, strategy development, and automated execution. Does NOT include general time-series forecasting, stock prediction models, or individual trading strategy implementations without a complete platform.

116 frameworks

Machine Learning Curated Guides

Curated collections and learning paths for machine learning education from multiple sources. Does NOT include implementation frameworks, specific algorithm tutorials, or domain-specific ML applications.

116 frameworks

ONNX Model Deployment

Tools and frameworks for converting, optimizing, and deploying ONNX models across different runtime environments and hardware platforms. Does NOT include general model training, framework-specific inference (e.g., pure TensorFlow or PyTorch inference), or non-ONNX deployment solutions.

115 frameworks

Tensor Computation Libraries

C++ and multi-language libraries providing core tensor operations, linear algebra, and multidimensional array manipulation for machine learning. Does NOT include end-to-end deep learning frameworks, neural network layers, or domain-specific applications—focus is on low-level tensor primitives and algebraic optimizations.

115 frameworks

AI-Powered Studying

AI tools for enhancing student learning through intelligent summarization, adaptive quizzes, flashcard generation, content transformation, and personalized tutoring. Does NOT include general essay scoring/grading systems, automated assessment tools, or educational content creation platforms for instructors.

115 frameworks

C++ ML Libraries

C++ machine learning libraries and frameworks for building ML models natively in C++. Does NOT include ML applications built in C++, competition solutions, or language bindings to other ML frameworks.

114 frameworks

AI Music Generation

Tools and models for generating, composing, and creating music using machine learning. Includes MIDI generation, music remixing, and genre-specific composition. Does NOT include music recommendation, audio processing, music analysis/transcription, or chord recognition as primary focus.

114 frameworks

Handwritten Text Recognition

End-to-end systems for recognizing handwritten text in images using deep learning (CRNN, CNN-RNN architectures with CTC loss). Includes HTR/OCR for multiple scripts and languages. Does NOT include character classification without sequence recognition, general OCR without handwriting focus, or datasets alone.

114 frameworks

Vision Language Models

Frameworks and implementations for multimodal models that combine vision and language capabilities, including vision-language transformers, image-text generation, and visual question answering systems. Does NOT include single-modality models, general computer vision frameworks, or task-specific applications like document OCR or license plate recognition.

114 frameworks

Clustering Algorithm Implementations

Implementations and educational resources for clustering algorithms (k-means, hierarchical, fuzzy c-means, density-based, spectral). Does NOT include clustering applications to specific domains, dimensionality reduction techniques, or general data visualization tools.

113 frameworks

Gemini API Applications

Applications and integrations built on top of Google's Gemini API, including chatbots, web apps, and domain-specific tools. Does NOT include other LLM APIs (Claude, GPT), general AI frameworks, or non-Gemini implementations.

113 frameworks

AI Learning Resources

Curated collections and directories of AI/ML educational materials, courses, tutorials, and learning pathways. Does NOT include implementation frameworks, specific tools, competition solutions, or domain-specific applications.

112 frameworks

Aerial Robot Reinforcement Learning

Projects applying reinforcement learning algorithms (DQN, Q-Learning, DDPG, Actor-Critic, TD3, SAC) to train autonomous aerial vehicles (quadcopters, drones, UAVs) for navigation, control, trajectory planning, and delivery tasks. Does NOT include general robotics RL, non-aerial vehicle control, or RL frameworks without an aerial/drone application focus.

112 frameworks

Brain Tumor Detection

Deep learning models for detecting and classifying brain tumors from medical imaging (MRI, CT scans). Does NOT include other cancer types, general medical imaging tasks, or non-tumor brain pathology detection.

112 frameworks

Facial Emotion Recognition

Real-time systems and models for detecting human emotions from facial expressions using computer vision and deep learning. Does NOT include general facial recognition, emotion detection from audio/text, or non-emotion facial analysis (age, gender, landmarks).

112 frameworks

Student Performance Prediction

End-to-end machine learning projects focused on predicting student academic outcomes (grades, exam scores, retention) using structured educational data. Includes full pipelines with data preprocessing, model training, and deployment. Does NOT include general educational platforms, tutoring systems, exam topic prediction, or broader academic analytics without a predictive modeling component.

112 frameworks

Portfolio Optimization ML

ML and deep learning frameworks for portfolio optimization, asset allocation, and investment strategy optimization. Does NOT include general financial forecasting, risk modeling, or trading systems without portfolio construction focus.

110 frameworks

Recommendation System Frameworks

Complete recommendation system implementations using collaborative filtering, content-based, or deep learning approaches for production use. Does NOT include single-domain applications (e.g., book/movie recommenders), datasets, or general ML libraries without recommendation-specific architectures.

109 frameworks

Vision Transformer Optimization

Official implementations and research papers focused on improving Vision Transformer architectures through efficiency enhancements, dynamic token pruning, hierarchical designs, and architectural innovations. Does NOT include general computer vision frameworks, multimodal models, or non-transformer-based vision approaches.

109 frameworks

Handwritten Digit Recognition

Educational projects and implementations focused on classifying handwritten digits using machine learning and deep learning models (primarily MNIST dataset). Includes CNN, SVM, ANN, and other ML algorithms applied to digit classification. Does NOT include general handwriting recognition, OCR, or other character/text recognition beyond single digits.

109 frameworks

Neural Differential Equations

Frameworks and implementations for Neural ODEs, Neural CDEs, Neural SDEs, and related neural operators that learn dynamics through differential equations. Includes solvers, applications to time series and PDEs, but does NOT include general deep learning frameworks, standard RNNs, or non-neural PDE solvers.

108 frameworks

ECG Arrhythmia Diagnosis

ML frameworks and systems for automated ECG analysis, arrhythmia detection, and cardiac condition classification from physiological signals. Does NOT include general heart sound analysis, broader cardiovascular risk assessment without ECG focus, or non-ECG cardiac imaging.

108 frameworks

NLP Learning Resources

Educational materials, tutorials, textbooks, and comprehensive guides for learning Natural Language Processing fundamentals and techniques. Does NOT include standalone NLP libraries, frameworks, or tools without significant educational content, nor does it include domain-specific NLP applications like sentiment analysis or chatbots.

106 frameworks

Open Source Contribution Guides

105 frameworks

Face Recognition Systems

Complete implementations and applications of face recognition pipelines including detection, embedding extraction, and identification. Does NOT include general face detection alone, facial attribute analysis, or emotion/expression classification.

104 frameworks

ML Development Environments

Docker, container, and system configuration setups that provide pre-configured development environments for ML/AI work. Includes containerized setups, GPU support configuration, and reproducible workspace environments. Does NOT include individual ML frameworks, training tools, or application-specific deployments.

103 frameworks

Data Quality Preprocessing

Tools and techniques for assessing, cleaning, and preparing datasets for machine learning. Includes data validation, outlier detection, missing value handling, and dataset quality frameworks. Does NOT include domain-specific cleaning (e.g., text-only or image-only), general data science tutorials without code frameworks, or downstream ML modeling tasks.

102 frameworks

ML Experiment Tracking

Tools for versioning, tracking, and managing machine learning experiments, including data versioning, model checkpoints, metrics logging, and experiment comparison. Does NOT include model serving, deployment infrastructure, hyperparameter optimization frameworks, or general MLOps pipeline orchestration.

102 frameworks

AI Vulnerability Scanning

AI-powered tools for automated detection and analysis of security vulnerabilities in networks, web applications, and smart contracts. Does NOT include general penetration testing frameworks, manual security auditing tools, or runtime protection systems without AI-driven vulnerability detection.

102 frameworks

Semantic Segmentation Models

Implementations and frameworks for semantic segmentation tasks using deep learning architectures (DeepLab, FCNs, etc.). Includes domain-specific applications like road/aerial segmentation. Does NOT include general image classification, instance segmentation as primary focus, or road-specific datasets without model code.

102 frameworks

Chatbot Development Frameworks

Complete chatbot projects and demos built with NLP/ML libraries, conversation frameworks, or API integrations for production or educational purposes. Does NOT include general conversational AI platforms, voice assistants, or large language model interfaces without chatbot implementation.

102 frameworks

Data Annotation Tools

Web-based and desktop applications for labeling, annotating, and tagging data (images, videos, text, documents) to create training datasets for ML models. Does NOT include dataset collections, data privacy frameworks, or crowdsourcing platforms without annotation UI.

101 frameworks

Swift ML Frameworks

Tools, libraries, and frameworks for integrating machine learning models into Swift applications (iOS, macOS, server-side). Includes Core ML tooling, on-device inference, model conversion, and Swift-based ML utilities. Does NOT include general ML frameworks (TensorFlow, PyTorch) or non-Swift-specific ML applications.

101 frameworks

Chatbot NLP Frameworks

Open-source frameworks and libraries for building conversational AI chatbots using NLP techniques (NLTK, spaCy, Rasa, Keras). Does NOT include chatbot deployments, domain-specific applications, or general conversational AI assistants without explicit NLP implementation focus.

101 frameworks

AI Assignments and Labs

University course assignments, lab exercises, and practical coursework implementations for AI fundamentals. Does NOT include complete structured courses, professional certifications, or comprehensive learning resources with extensive theory materials.

101 frameworks

Blackroad OS Ecosystem

Tools and platforms within the BlackRoad OS ecosystem for edge AI, local inference, and sovereign computing. Does NOT include general ML frameworks, cloud-based AI services, or tools unaffiliated with the BlackRoad organization.

101 frameworks

Document Intelligence Extraction

Tools for extracting, analyzing, and structuring data from documents (PDFs, images, administrative files) using OCR, deep learning, and NLP. Includes document management, parsing, and information retrieval. Does NOT include general document conversion, presentation generation, or book production/typesetting.

99 frameworks

Multi-Disease Risk Assessment

Tools for predicting risk across multiple disease types (diabetes, kidney disease, anemia, malaria, hepatitis, etc.) using ML models on patient data. Does NOT include single-disease prediction, cardiac-specific tools, or general health monitoring without clinical risk scoring.

99 frameworks

Cancer Detection Classification

Machine learning projects for detecting and classifying various cancer types using medical datasets and traditional ML algorithms (SVM, Random Forest, ANN). Does NOT include general medical imaging frameworks, deep learning architectures, or non-cancer disease detection systems.

99 frameworks

Neural Network Visualization

Tools for visualizing neural network architectures, training dynamics, learned features, and internal representations through interactive 2D/3D interfaces. Does NOT include general data visualization, model monitoring dashboards, or interpretability frameworks (like SHAP/LIME) that don't focus on network structure visualization.

98 frameworks

Telemedicine Consultation Platforms

AI-powered virtual healthcare delivery systems enabling real-time doctor consultations, symptom triage, appointment scheduling, and remote patient monitoring. Does NOT include diagnostic risk prediction tools, wearable data analysis, or standalone symptom checkers without live practitioner interaction.

97 frameworks

Satellite Imagery ML

Tools, datasets, and techniques for applying deep learning and machine learning to satellite and aerial imagery analysis, including classification, segmentation, and change detection. Does NOT include general remote sensing datasets, non-ML image processing, or ground-based imagery analysis.

96 frameworks

Malware Detection ML

Machine learning projects for detecting, analyzing, and classifying malware across different file types and platforms (PE files, APK, executables). Does NOT include general cybersecurity tools, network intrusion detection, or non-ML-based antivirus solutions.

96 frameworks

Personal Portfolio Showcases

Curated collections of individual data science and machine learning projects organized to demonstrate skills, progression, and expertise. Does NOT include single-project repositories, educational course assignments, or framework/library documentation.

96 frameworks

Cat Dog Classification

Educational image classification projects using CNNs to distinguish between cats and dogs. Includes implementations with transfer learning, various frameworks (TensorFlow, FastAI), and deployment examples. Does NOT include multi-class animal classification, general pet adoption platforms, or broader computer vision applications beyond the cat-dog classification task.

96 frameworks

Autonomous Driving Projects

End-to-end autonomous vehicle implementations combining perception, planning, and control using deep learning and computer vision on real or simulated platforms. Does NOT include general object detection, lane detection, traffic prediction, or robotic simulation frameworks used outside of driving contexts.

95 frameworks

CS Education Resources

Curated collections of textbooks, study materials, and learning resources for foundational computer science topics. Does NOT include data science books, programming tutorials, or ML-specific frameworks.

95 frameworks

Deep Learning Projects

Collections of practical deep learning implementations, tutorials, and hands-on projects across various domains (computer vision, NLP, etc.). Does NOT include theoretical frameworks, algorithm libraries, or specialized deep learning tools in isolation.

95 frameworks

AI Content Writing

AI-powered tools for generating written content (articles, emails, blogs, marketing copy). Includes web apps, plugins, and platforms that create text from prompts. Does NOT include general-purpose writing assistants, code generation tools, or multimodal artifact systems.

94 frameworks

Demand Forecasting Systems

End-to-end ML pipelines for predicting future product/service demand using time-series and regression techniques (Prophet, LightGBM, XGBoost, SARIMA, LSTM). Includes retail, FMCG, food supply, and hotel demand forecasting with feature engineering and probabilistic outputs. Does NOT include general time-series forecasting, price prediction, or other forecasting domains (weather, traffic, energy, crypto).

94 frameworks

Next.js SaaS Platforms

Complete SaaS and web application platforms built with Next.js, Shadcn-UI, and modern web stacks that integrate AI features for user-facing services. Does NOT include AI model frameworks, dataset collections, or single-purpose ML tools.

94 frameworks

Audio Noise Reduction

Deep learning and signal processing methods for removing background noise, interference, and artifacts from audio signals. Does NOT include speech recognition, speech separation, source separation, or general audio enhancement beyond noise removal.

93 frameworks

Rust Neural Networks

Foundational neural network libraries and frameworks written in Rust, including basic architectures, training utilities, and neurosymbolic approaches. Does NOT include tensor computation frameworks, general ML utilities, or specialized domain applications (e.g., mass spectrometry models, translation APIs).

93 frameworks

Causal Inference ML

Tools, frameworks, and resources for causal inference, causal effect estimation, and causal discovery using machine learning methods. Does NOT include general machine learning frameworks, observational data analysis without causal focus, or non-causal statistical methods.

92 frameworks

AI Coursework Collections

Educational repositories containing course materials, lecture notes, assignments, and practical projects from university AI and machine learning programs. Does NOT include standalone applications, production tools, or non-academic implementations.

92 frameworks

Stock Market Prediction

Web applications and ML models for forecasting stock prices and market trends using historical data and algorithmic trading strategies. Does NOT include general time-series forecasting, portfolio optimization, or financial sentiment analysis unrelated to price prediction.

90 frameworks

CIFAR 10 Image Classification

Educational projects focused on classifying images from the CIFAR-10 dataset using CNNs and related techniques. Includes hyperparameter tuning, transfer learning, and architectural variations applied specifically to CIFAR-10. Does NOT include general image classification frameworks, other datasets (CIFAR-100, MNIST), or production deployment tools.

90 frameworks

Pathfinding Algorithm Implementations

Educational and practical implementations of pathfinding algorithms (A*, Dijkstra, BFS, greedy search) for navigation problems like maze solving, route planning, and graph traversal. Does NOT include general search algorithms for constraint satisfaction, game AI solvers, or other AI problem-solving domains unrelated to finding optimal paths.

90 frameworks

Resume Screening Matching

Tools for analyzing, screening, and matching resumes against job descriptions using NLP, ML embeddings, and scoring algorithms. Does NOT include resume builders, general career coaching platforms, or recruitment workflow management systems.

90 frameworks

Chest XRay Pathology Detection

Deep learning models for detecting specific lung pathologies (pneumonia, pneumothorax, pulmonary edema, tuberculosis) from chest radiographs using CNNs and transfer learning. Does NOT include general chest X-ray diagnostic systems, privacy-preserving CXR methods, bias analysis, or mortality risk estimation.

90 frameworks

Waste Detection Classification

Real-time detection and classification systems for solid waste, trash, garbage, and debris using computer vision and ML. Includes edge deployment and recycling/segregation applications. Does NOT include general object detection frameworks, marine/space debris detection without waste focus, or waste management logistics/routing systems.

89 frameworks

ChatGPT API Tutorials

Practical guides, examples, and simple implementations for integrating and using ChatGPT/OpenAI APIs in applications. Does NOT include advanced autonomous agents, specialized domain applications, or detection/analysis tools that use GPT as a component.

88 frameworks

Generic Project Templates

Boilerplate starter projects and scaffolding tools for building applications across various domains (web apps, cross-platform tools, collaboration systems). Does NOT include domain-specific ML models, datasets, competitions, or specialized AI frameworks.

87 frameworks

AI Ethics Governance

Frameworks, guidelines, and resources for ethical AI development, responsible deployment, and governance practices. Does NOT include technical ML safety techniques, bias detection tools, or general AI policy discussions without actionable frameworks.

86 frameworks

Gaussian Process Frameworks

Specialized libraries and implementations for Gaussian Process modeling, inference, and training. Includes frameworks for GP regression, variational inference, sparse approximations, and scalable GP computation. Does NOT include general probabilistic programming, Bayesian optimization tools, or other probabilistic models.

85 frameworks

LLM Finetuning Frameworks

Comprehensive platforms and toolkits for fine-tuning pre-trained large language models on custom datasets, including training orchestration, dataset curation, and model optimization. Does NOT include inference frameworks, model deployment tools, or general LLM training from scratch.

85 frameworks

Single-Cell Omics Integration

Tools for integrating, embedding, and analyzing single-cell and spatial omics data through deep learning and dimensionality reduction. Does NOT include bulk omics analysis, general multi-omics survey papers, or microbiome annotation workflows.

84 frameworks

AI Terminology Glossaries

Comprehensive dictionaries, terminology databases, and knowledge encyclopedias mapping AI concepts across languages (English-Chinese, English-Persian, English-Mandarin, etc.). Does NOT include educational courses, implementation frameworks, research papers, or domain-specific applications.

84 frameworks

Attention Mechanism Implementations

Implementations and tutorials of attention layers, attention mechanisms, and self-attention architectures for neural networks. Does NOT include broader transformer architectures, vision models, or applications that use attention as a component without focusing on the mechanism itself.

84 frameworks

Network Intrusion Detection

Machine learning systems for detecting and preventing network-based cyberattacks through traffic analysis, anomaly detection, and packet inspection. Does NOT include general malware analysis, vulnerability scanning, or non-network security threats.

84 frameworks

Water Quality Prediction

ML projects for predicting and monitoring water quality parameters using machine learning models and time-series analysis. Includes water potability assessment, treatment optimization, and environmental monitoring dashboards. Does NOT include general water management systems, algal bloom prediction, or fish farming analytics unless ML prediction is the primary focus.

84 frameworks

UiPath RPA Training

Educational practice solutions and exercises from the UiPath RPA Developer Foundation course, including workflow automation implementations in C# and VB. Does NOT include general RPA tools, production workflows, or non-UiPath automation frameworks.

84 frameworks

Spark Hadoop ML Pipelines

Distributed machine learning frameworks and tools built on Apache Spark, Hadoop, or similar big data processing systems for large-scale data processing. Does NOT include standalone ML libraries, REST API wrappers without distributed computation, or Spring Boot microservices without core data processing components.

83 frameworks

Retail Sales Forecasting

Projects focused on predicting sales volume, revenue, or demand for retail stores and products using machine learning regression and time-series techniques. Does NOT include ad click prediction, customer behavior classification, or general demand forecasting outside retail contexts.

83 frameworks

Wireless Signal Processing

AI/ML methods for wireless communication signal processing, channel estimation, beamforming, and MIMO systems. Does NOT include general network optimization, cybersecurity, or non-signal-focused RAN management tools.

82 frameworks

Image Classification Demos

Web and browser-based applications demonstrating image classification using pre-trained models (MobileNet, ResNet, etc.) with TensorFlow.js, ML5.js, or similar frameworks. Does NOT include dataset collections, model training tutorials, or domain-specific classification systems (animal/plant/disease classifiers).

82 frameworks

Hyperparameter Optimization

Frameworks and tools for automated hyperparameter tuning, optimization algorithms, and parameter search across machine learning models. Does NOT include general AutoML platforms, neural architecture search, or model training frameworks without hyperparameter optimization focus.

81 frameworks

Football Match Prediction

Tools and projects for predicting football/soccer match outcomes using machine learning, statistical models, and feature engineering. Does NOT include player performance prediction, transfer value prediction, player similarity analysis, or other sports (NFL, rugby, cricket, etc.).

81 frameworks

University Coursework Archives

Collections of academic assignments, projects, and coursework completed during undergraduate or graduate degree programs across various computer science institutions. Does NOT include individual tutorial projects, personal portfolio work, or professional training certifications.

81 frameworks

ML Project Scaffolding

Starter templates and boilerplate repositories that provide pre-configured directory structures, best practices, and integration setups for beginning ML/DL projects. Does NOT include configuration management libraries, experiment tracking tools, or task-specific project examples (competitions, tutorials, disease detection, etc.).

80 frameworks

Phishing URL Detection

Machine learning projects for detecting phishing URLs and malicious websites through feature extraction and classification. Does NOT include general malware detection, domain aggregation tools, or broader cybersecurity platforms without a specific phishing detection focus.

80 frameworks

Learning Path Roadmaps

Structured educational roadmaps and curated learning progressions for AI/ML careers and skill development. Does NOT include individual course repositories, hands-on projects, or competition solutions — only meta-guides that map out what to learn and in what order.

80 frameworks

Audio Music Learning

Interactive AI tools and frameworks for learning music performance, instrument technique, and audio analysis through real-time feedback, visualization, and synthesis. Does NOT include general music generation, composition, or production tools.

79 frameworks

AI Image Generation

Web applications and APIs for generating images from text prompts or existing images using AI models. Includes avatar generation and image editing tools with generative capabilities. Does NOT include general image editing software, background removal-only tools, or non-generative image processing.

79 frameworks

Diffusion Model Frameworks

Frameworks, implementations, and applications of diffusion models for image, video, and audio generation. Does NOT include general generative AI models, VAEs, GANs, or non-diffusion-based generation approaches.

79 frameworks

Spiking Neural Networks

Frameworks and implementations for building, training, and simulating spiking neural networks (SNNs) that use temporal spike dynamics. Does NOT include conventional deep learning frameworks, neuromorphic hardware accelerators as primary focus, or general neuroscience simulation tools without SNN training capabilities.

78 frameworks

Semantic Segmentation Techniques

Research frameworks and methods for semantic segmentation using weak supervision, zero-shot learning, prototype-based approaches, and unsupervised feature learning. Does NOT include instance segmentation, panoptic segmentation, general video processing, or foreground/background separation as primary focus.

78 frameworks

Inventory Management Systems

AI-powered inventory optimization platforms with demand forecasting, stock level management, and supply chain analytics. Does NOT include general supply chain logistics, warehouse automation hardware, or pure demand forecasting without inventory optimization.

78 frameworks

ML Algorithm Visualizations

Interactive visual demonstrations and animations of machine learning algorithms and mathematical concepts for educational understanding. Does NOT include model debugging tools, ML frameworks, or applications solving real-world prediction tasks.

77 frameworks

Variational Autoencoder Implementations

Implementations and tutorials of Variational Autoencoders (VAEs) and their variants (CVAEs, VQ-VAEs, KAN-AEs) for generative modeling. Does NOT include standard autoencoders for denoising/compression tasks or other generative models like diffusion/GANs.

77 frameworks

Crypto Price Prediction

ML projects for forecasting cryptocurrency market prices using time-series models (LSTM, GRU, ensemble methods) and historical data. Does NOT include general crypto market analysis, sentiment analysis, or trading strategy frameworks without price prediction as the primary objective.

77 frameworks

Game Tree Search Algorithms

Implementations of minimax, alpha-beta pruning, and other adversarial search algorithms applied to turn-based games. Does NOT include reinforcement learning, neural networks, or games without perfect information.

77 frameworks

Audio Event Classification

Tools and models for classifying sound events and audio signals into predefined categories using deep learning. Includes spectrogram-based CNNs, feature extraction pipelines, and real-time audio detection systems. Does NOT include speech recognition, voice cloning, music genre classification, or general audio processing without classification objectives.

77 frameworks

ML Inference Benchmarking

Standardized benchmarks and performance evaluation frameworks for ML model inference across devices and hardware (GPUs, CPUs, mobile, edge). Does NOT include training benchmarks, model architectures, or optimization techniques without benchmark implementations.

76 frameworks

Bayesian Inference Frameworks

Libraries, algorithms, and educational resources for Bayesian statistical inference, posterior estimation, and model comparison. Includes variational inference, MCMC methods, and Bayesian deep learning. Does NOT include general probabilistic programming languages, frequentist statistics, or domain-specific applications (genetics, trading, etc.) unless they primarily demonstrate Bayesian methodology.

76 frameworks

Flutter On-Device ML

Flutter applications that deploy and run machine learning models directly on mobile devices for inference. Includes computer vision, classification, and detection tasks executed locally. Does NOT include cloud-based ML services, general Flutter apps without ML, or ML frameworks without mobile implementation.

76 frameworks

Java Neural Networks

Pure Java implementations of neural networks built from scratch without external ML frameworks. Includes basic feedforward networks, training algorithms, and educational examples. Does NOT include deep learning libraries, GPU-accelerated frameworks, or production ML platforms.

76 frameworks

Web and Markup Language Datasets

Datasets for web technologies, markup languages, and web-related specifications (HTML, WebAssembly, HTTP, WebIDL, etc.). Does NOT include general-purpose programming languages or non-web-focused markup/configuration formats.

76 frameworks

Streamlit ML Dashboards

Interactive web applications and dashboards built with Streamlit for visualizing data, exploring ML models, and creating browser-based ML demos without frontend coding. Does NOT include low-code ML libraries (like PyCaret), general ML pipelines, or non-Streamlit web frameworks.

75 frameworks

ML Framework Examples

Practical code examples and tutorials demonstrating how to use specific ML frameworks and tools (Comet, Olive, MindsDB, etc.). Does NOT include theoretical algorithm implementations, statistical concepts, or comprehensive courses.

75 frameworks

Lung Cancer Detection

Deep learning projects specifically for detecting and classifying lung cancer from medical imaging (CT scans, X-rays, histopathological images). Does NOT include generalized cancer detection across multiple organ types, nodule detection without classification, or non-imaging diagnostic approaches.

75 frameworks

AI Chatbot Interfaces

Web and desktop applications providing chat UIs for conversing with AI models, including customer support, messaging, and conversational assistants. Does NOT include backend LLM frameworks, model training, or non-chat AI tools.

75 frameworks

Model Compression Optimization

Tools and techniques for reducing neural network size and computational requirements through quantization, pruning, and compression. Does NOT include training acceleration, architecture search, or general model deployment frameworks.

74 frameworks

Assistive Vision Navigation

Mobile and wearable AI apps that provide real-time audio or haptic feedback to help visually impaired users navigate, detect obstacles, and identify objects in their environment. Does NOT include general computer vision frameworks, medical eye disease detection, or accessibility tools for other disabilities.

74 frameworks

Spam Detection ML

Machine learning projects for classifying emails, SMS, and messages as spam or legitimate. Includes datasets, models, and web/cloud deployments. Does NOT include general content moderation, NSFW detection, or fraud detection systems.

74 frameworks

Model Inference Serving

Tools and frameworks for deploying, serving, and scaling machine learning models in production environments. Includes model servers, inference optimization, batching, and multi-model serving orchestration. Does NOT include model training frameworks, hyperparameter tuning, or general MLOps platforms.

73 frameworks

Manifold Learning Frameworks

Tools and libraries for non-linear dimensionality reduction, manifold approximation, and geometric machine learning on curved spaces. Does NOT include linear dimensionality reduction (PCA), general embedding visualization tools, or applications of these techniques to specific domains.

73 frameworks

Deep Learning Coursework

University and school course materials, assignments, and projects focused on deep learning. Does NOT include general machine learning courses, neural network theory without application context, or non-coursework deep learning resources.

73 frameworks

Acute Symptom Checker

Tools for analyzing user-reported symptoms to predict potential diseases and provide preliminary health assessments. Does NOT include chronic disease monitoring, wearable health tracking, or tools requiring lab reports/medical imaging as primary inputs.

73 frameworks

U-Net Segmentation PyTorch

PyTorch implementations and variants of U-Net architecture for image segmentation tasks. Includes custom datasets, architectural improvements, and medical imaging applications. Does NOT include general semantic segmentation frameworks, non-U-Net architectures, or segmentation without PyTorch focus.

72 frameworks

ML Job Interview Prep

Resources, guides, and practice materials specifically for preparing for machine learning and AI job interviews at tech companies. Does NOT include general coding interview prep, job boards, or framework-specific deep learning tutorials (those belong in separate categories like pytorch-interview-preparation or tensorflow-interview-preparation).

72 frameworks

Voice Assistant Applications

Python-based virtual assistant projects with voice interaction capabilities (speech recognition, NLP, TTS). Does NOT include general chatbots, conversational AI frameworks, or voice-cloning tools without assistant functionality.

72 frameworks

Claude Code Agents

Interactive development agents and workflow automation tools built on Claude Code, including system prompts, integrations, and frameworks for building custom coding assistants. Does NOT include general Claude API clients, non-Claude agent frameworks, or standalone AI tools without Claude Code integration.

72 frameworks

Geospatial ML Tools

Frameworks and libraries for geospatial analysis, remote sensing, and raster/vector data processing integrated with machine learning. Does NOT include general ML frameworks, GIS visualization tools without ML focus, or domain-specific applications (soil assessment, wildfire prediction).

71 frameworks

Feature Selection Frameworks

Tools and libraries for selecting optimal features/variables in datasets using statistical methods, wrapper algorithms, metaheuristics, and filter-based approaches. Does NOT include general hyperparameter tuning, model optimization, or dimensionality reduction techniques.

71 frameworks

Black Box Optimization

Bayesian optimization, hyperparameter tuning, and derivative-free optimization of expensive black-box functions. Does NOT include general hyperparameter optimization frameworks (AutoML), constrained optimization solvers, or trajectory/control optimization libraries.

71 frameworks

TensorFlow.js Learning Resources

Educational materials, tutorials, courses, and starter kits for learning TensorFlow.js and building ML models in JavaScript environments. Does NOT include general machine learning frameworks, non-JavaScript ML libraries, or advanced research papers.

71 frameworks

Colab Notebook Collections

Curated collections and tutorials of Google Colaboratory notebooks for machine learning experimentation and learning. Does NOT include individual project implementations, frameworks, or notebooks focused on specific applications (those belong in their respective domains like computer-vision, nlp, etc.).

71 frameworks

Image Caption Generation

Applications and models for automatically generating textual descriptions of images using deep learning architectures (CNNs, RNNs, Transformers). Does NOT include sketch segmentation, image-to-audio conversion, or general object detection without caption output.

71 frameworks

Disaster Prediction ML

ML systems for predicting natural disasters, hazards, and catastrophic events using time-series forecasting, ensemble methods, and geospatial data. Does NOT include general risk assessment, poverty mapping, or geopolitical intelligence platforms without disaster prediction focus.

71 frameworks

Exercise Form Analysis

AI-powered systems that analyze and provide real-time feedback on exercise technique, movement form, and repetition counting using pose estimation. Does NOT include general fitness tracking, nutrition planning, workout scheduling, or equipment that doesn't involve computer vision-based form analysis.

71 frameworks

Elixir ML Frameworks

Machine learning frameworks and libraries built for or integrated with the Elixir programming language and Nx numerical computing library. Does NOT include ML frameworks for other languages (Python, Rust, Julia, etc.) or general-purpose Elixir libraries without ML focus.

70 frameworks

Ocular Disease Detection

Deep learning projects for classifying and detecting eye diseases from retinal fundus images. Does NOT include general medical imaging, non-retinal eye imaging (OCT, etc.), or broader ophthalmology applications beyond disease classification from fundus photographs.

70 frameworks

Point Cloud Processing

Deep learning frameworks and architectures for processing, analyzing, and upsampling 3D point clouds. Includes convolution operations (KPConv, voxel-based), self-supervised learning, registration, and surface reconstruction on point cloud data. Does NOT include general 3D deep learning, voxel/mesh processing without point cloud focus, or non-learning-based point cloud algorithms.

69 frameworks

Kaggle Competition Solutions

Personal repositories and collections documenting individual approaches, code, and solutions to Kaggle competitions and similar ML contests. Does NOT include general ML frameworks, tutorials, or competition-specific tools like Kaggle CLI utilities.

69 frameworks

Edge Device ML Frameworks

Frameworks, toolchains, and SDKs for training, optimizing, and deploying machine learning models on resource-constrained edge devices and embedded systems (microcontrollers, IoT devices, sensors). Does NOT include general ML frameworks, cloud deployment tools, or datasets.

69 frameworks

Multi-View Clustering

Methods and implementations for clustering data across multiple views or modalities using self-supervised learning, anchor graphs, and feature selection. Does NOT include single-view clustering, graph clustering without multi-view aspects, or general dimensionality reduction techniques.

69 frameworks

Data Analytics Platforms

Tools for data integration, analysis, visualization, and workflow automation across various data sources and formats. Includes platforms for processing large datasets, building analytics dashboards, and creating data-driven insights. Does NOT include domain-specific prediction models, ML frameworks for model building, or specialized detection systems.

69 frameworks

Real-Time Threat Detection

ML systems for detecting security threats, anomalies, and infrastructure failures through continuous monitoring and automated analysis. Does NOT include general cybersecurity frameworks, vulnerability scanners, or compliance management tools without threat detection components.

69 frameworks

ML Courses And Tutorials

Complete courses and structured learning paths from platforms like Coursera, Udemy, Kaggle, and edX covering machine learning fundamentals, data science, and MLOps. Does NOT include individual project implementations, research papers, or specialized deep learning/neural network courses (covered by sibling categories).

69 frameworks

Paper Implementation Collections

Collections of machine learning research paper implementations across various frameworks and domains. Includes repositories that compile multiple paper implementations (especially foundational CV/DL papers) with clean, educational code. Does NOT include single-paper implementations, paper summaries without code, domain-specific applications, or ML frameworks themselves.

68 frameworks

Mathematical Foundations ML

Educational resources, textbooks, and tutorials covering core mathematics (linear algebra, calculus, probability, statistics, optimization) essential for understanding machine learning algorithms. Does NOT include applied ML frameworks, specific algorithm implementations beyond pedagogical examples, or domain-specific applications.

68 frameworks

Autonomous Vehicle Simulation

Educational simulations and game environments where neural networks learn to autonomously navigate and control vehicles through 2D/3D tracks and courses. Does NOT include real-world self-driving car research, production vehicle simulators, or general reinforcement learning frameworks without a vehicle control context.

68 frameworks

Multi-Agent Orchestration

Frameworks and platforms for coordinating multiple AI agents, LLMs, and services to work together on complex tasks. Does NOT include single-agent chatbots, deployment management tools, or workforce simulation without agent coordination focus.

67 frameworks

NBA Game Prediction

ML projects for predicting NBA game outcomes, player performance, and draft success using historical sports data. Does NOT include general sports betting models, other leagues (college/NFL), or sports APIs without predictive modeling.

67 frameworks

COVID-19 X-Ray Diagnosis

Deep learning models for detecting COVID-19 from chest X-ray images using CNNs and neural networks. Does NOT include other medical imaging modalities (CT scans, ultrasound), other diseases, or general medical imaging frameworks.

67 frameworks

Gradient Descent Optimizers

Implementations and variants of optimization algorithms (SGD, Adam, RMSprop, etc.) for training neural networks. Does NOT include hyperparameter tuning tools, learning rate schedulers as standalone tools, or general black-box optimization frameworks.

67 frameworks

Car Price Prediction

Machine learning projects that predict used or new car prices based on vehicle features like mileage, age, and specifications. Does NOT include general vehicle recommendation systems, expense forecasting, or pricing models for non-automotive products.

67 frameworks

Documentation Markup Language Datasets

Datasets for lightweight markup, documentation, and text formatting languages (ASCIIDoc, Markdown, ReStructuredText, Textile, WikiText, etc.). Does NOT include general-purpose programming languages, compiled languages, or markup languages primarily used for web content structure (HTML/XML).

67 frameworks

LLM Evaluation Benchmarking

Frameworks, platforms, and benchmarks for systematically evaluating and comparing LLM performance across metrics like accuracy, safety, reliability, and cost. Does NOT include general LLM applications, deployment tools, or inference optimization.

66 frameworks

CFD ML Integration

Tools and frameworks that integrate machine learning models directly into computational fluid dynamics (CFD) solvers and simulations for enhanced predictions, surrogate modeling, and physics-informed learning. Does NOT include standalone ML models, general physics-informed neural networks without CFD application, or pure FEA/structural analysis tools.

66 frameworks

Rust Tensor Frameworks

PyTorch-style tensor libraries and autograd systems implemented in Rust, emphasizing safety and performance. Does NOT include data versioning, compression utilities, or reasoning systems unrelated to core tensor operations.

66 frameworks

ICU Patient Risk Prediction

Machine learning models for predicting adverse clinical outcomes (mortality, deterioration, sepsis, AKI, intubation need) in ICU patients using EHR data and clinical datasets like MIMIC. Does NOT include general health risk prediction, non-ICU settings, or single-disease diagnosis systems without outcome prediction focus.

66 frameworks

Satellite Building Segmentation

Projects for detecting and segmenting buildings from satellite and aerial imagery using deep learning. Does NOT include general semantic segmentation techniques, other land cover classes (roads, water), or non-building-focused remote sensing applications.

66 frameworks

ML Interview Preparation

Curated Q&A resources for machine learning, data science, and related technical domains. Does NOT include hands-on coding frameworks, libraries, or tools for building/training models.

66 frameworks

MNIST Digit Classification

In-browser implementations of handwritten digit recognition using MNIST dataset with TensorFlow.js, Keras, or neural networks from scratch. Does NOT include other computer vision tasks, general image classification frameworks, or non-digit recognition projects.

66 frameworks

Industrial Defect Detection

End-to-end computer vision systems for automated quality control and defect detection in manufacturing (PCBs, fabrics, steel, etc.). Includes model training, inference pipelines, and production dashboards. Does NOT include general object detection frameworks, non-manufacturing inspection use cases, or standalone ML models without industrial application context.

66 frameworks

Web Framework Templates

Lightweight starter projects and scaffolding tools for building web applications across multiple languages (TypeScript, PHP, C++). Does NOT include ML-specific frameworks, educational blogs, or domain-specific applications (newspapers, fitness, consciousness platforms).

66 frameworks

Platform SDK Libraries

Python SDKs and client libraries for accessing third-party AI platforms, services, and APIs. Does NOT include framework implementations, internal tools, datasets, or applications built ON these platforms.

65 frameworks

Image Gallery Platforms

AI-powered photo and video gallery applications with management, organization, and intelligent analysis features. Does NOT include general image processing libraries, computer vision APIs, or ML model frameworks without a user-facing gallery interface.

65 frameworks

Artificial Life Simulations

Interactive ecosystems and agent-based simulations where digital organisms evolve, interact, and exhibit emergent behaviors through genetic algorithms and neural networks. Does NOT include swarm robotics, game AI, or general reinforcement learning agents without evolutionary/ecological components.

65 frameworks

Tensor Algebra Frameworks

Libraries and frameworks for tensor operations, decomposition, manipulation, and mathematical expression optimization across multiple backends (NumPy, PyTorch, JAX, TensorFlow). Does NOT include general deep learning frameworks, neural network architectures, or domain-specific applications like computer vision or NLP models.

64 frameworks

AI Project Documentation

Documentation repositories, guides, and meta-information for AI/ML projects and frameworks. Does NOT include actual implementation code, training datasets, or application demos of those projects.

64 frameworks

Human Activity Recognition

Frameworks and datasets for recognizing human actions and activities from video, sensor, or pose data. Includes temporal models, multi-modal approaches, and group activity recognition. Does NOT include animal behavior classification, gesture control interfaces, or pose estimation as primary objectives.

64 frameworks

Facial Recognition Apps

Web and mobile applications that detect, identify, or compare faces in images/video for practical use cases like authentication, gaming, or photo processing. Does NOT include general face landmark detection, emotion recognition, or pose estimation frameworks.

64 frameworks

Facial Attribute Classification

Tools and models for detecting and classifying demographic attributes (gender, age, race, emotion) from facial images using deep learning. Does NOT include general face detection, facial recognition/identification, or non-facial biometric analysis.

64 frameworks

Object Detection Implementations

End-to-end object detection projects using frameworks like TensorFlow, PyTorch, and Faster R-CNN/SSD architectures. Includes trained models, pipelines, and deployed detectors. Does NOT include general computer vision frameworks, foundational ML libraries, or detection applications (e.g., face detection, traffic sign detection, wildlife detection).

64 frameworks

Minimal Autograd Engines

Educational implementations of automatic differentiation and backpropagation from scratch in various programming languages. Includes tiny scalar-valued autograd libraries and their neural network extensions. Does NOT include full-featured ML frameworks, bindings to existing libraries, or specialized autodiff systems (like AD for specific domains).

64 frameworks

Organization Websites

Corporate and personal portfolio websites for AI/ML organizations, consultancies, and practitioners. Does NOT include project demos, educational content, tools, or frameworks—only sites primarily for branding and presenting services/work.

64 frameworks

Uncertainty Quantification Deep Learning

Methods, benchmarks, and implementations for estimating predictive uncertainty in neural networks through techniques like Bayesian approaches, ensembles, evidential learning, and calibration. Does NOT include general confidence intervals, survival analysis, or uncertainty in non-neural contexts.

63 frameworks

SageMaker ML Platforms

AWS SageMaker training, deployment, and orchestration tools for end-to-end machine learning workflows. Does NOT include general cloud ML platforms (GCP Vertex AI, Azure ML), infrastructure-as-code for other services, or non-SageMaker AWS tools.

63 frameworks

Air Quality Forecasting

End-to-end ML projects for predicting air quality indices and pollutant levels (PM2.5, AQI, etc.) using time-series models and environmental data. Does NOT include general environmental monitoring, temperature prediction without air quality context, or sensor hardware design.

63 frameworks

Stock Analysis Dashboards

Web applications combining live market data, ML-based price forecasting, and interactive visualizations for stock analysis and trading recommendations. Does NOT include general time-series forecasting, portfolio optimization, or algorithmic trading strategies.

63 frameworks

Modular And Systems Language Datasets

Datasets for programming languages emphasizing modularity, systems programming, and specialized domains (Modula, Move, Zig). Does NOT include general-purpose scripting, functional paradigm-focused, or legacy/BASIC languages.

63 frameworks

Human Pose Estimation

Tools and methods for estimating 2D/3D human body poses, hand poses, and pose tracking from images, videos, or sensor data. Does NOT include general object pose estimation, hand-object interaction datasets, or volumetric human capture/reconstruction.

62 frameworks

Healthcare AI Applications

Comprehensive resources, implementations, and guides for applying AI/ML techniques to healthcare domains including medical imaging, diagnostics, drug discovery, clinical workflows, and patient care. Does NOT include general ML frameworks, medical devices without AI focus, or clinical monitoring systems without AI components.

62 frameworks

Neural Architecture Search

Frameworks and tools for automating neural network design through NAS techniques (DARTS, evolutionary search, graph-based methods). Does NOT include general AutoML pipeline search, hyperparameter tuning, or manual architecture guides.

62 frameworks

Adversarial Attack Frameworks

Tools and implementations for generating adversarial examples, attacking neural networks, and evaluating model robustness through adversarial perturbations. Does NOT include general model robustness, data poisoning, or non-adversarial security frameworks.

62 frameworks

Astronomical Object Classification

Tools for classifying celestial objects (stars, galaxies, quasars) using spectral, photometric, or morphological data from astronomical surveys. Does NOT include general image classification, distance/redshift estimation without classification, or non-astronomical entity classification.

62 frameworks

Domain Adaptation Frameworks

Toolboxes and implementations for domain adaptation, domain generalization, and transfer learning across different data distributions. Does NOT include general transfer learning libraries, task-specific applications (e.g., underwater detection), or individual research papers without reusable code frameworks.

62 frameworks

Puzzle Solver Algorithms

Implementations of search and pathfinding algorithms applied to sliding block puzzles (8-puzzle, 15-puzzle) and similar combinatorial puzzle problems. Does NOT include general game AI, other puzzle types (memory, picture puzzles), or algorithm education outside the puzzle-solving context.

62 frameworks

Rust ONNX Runtime

Language bindings and tooling for deploying ONNX models via ONNX Runtime in Rust. Includes inference engines, CLI analysis tools, and runtime wrappers. Does NOT include general ML libraries, tensor frameworks, or bindings to other inference backends (TVM, oneDNN, RKNN).

61 frameworks

Peptide Property Prediction

Tools for predicting biochemical, biophysical, and functional properties of peptides using machine learning. Does NOT include general protein structure prediction, mass spectrometry data processing, or peptide sequence generation/design.

61 frameworks

Genomic Variant Analysis

Tools for predicting variant effects, ancestry inference, gene classification, and genomic element interpretation using neural networks and deep learning. Does NOT include general sequence alignment, peptide design, or non-genetic biomarker prediction.

61 frameworks

Open Dataset Collections

Curated repositories and directories that aggregate, catalog, or provide access to multiple datasets across various domains. Does NOT include individual datasets, dataset generation tools, or domain-specific dataset papers.

60 frameworks

GPU Parallel Programming

Tutorials, guides, and implementations for GPU computing using CUDA and related parallel processing frameworks. Focuses on learning CUDA fundamentals, optimization techniques, and GPU-accelerated computing. Does NOT include ML applications built with GPUs, collective communication libraries, or physics simulations—only the programming language/platform itself.

60 frameworks

Image Super-Resolution

Deep learning models and implementations for upscaling low-resolution images to higher resolution. Includes SISR (single-image super-resolution) frameworks, GAN-based methods, and domain-specific applications (satellite, infrared, video). Does NOT include general image upscaling tools, image enhancement, denoising, or inpainting without a super-resolution focus.

60 frameworks

Satellite LULC Classification

Projects for land use and land cover (LULC) classification using satellite/aerial imagery with machine learning and deep learning. Includes multi-class land cover mapping (vegetation, water, urban, etc.) and related geospatial classification tasks. Does NOT include crop-type-specific classification, change detection, or general remote sensing applications beyond LULC categorization.

60 frameworks

Neural Machine Translation

End-to-end NMT systems and implementations for translating text between languages using sequence-to-sequence models. Does NOT include transliteration, spoken language translation, general language datasets, or non-neural translation approaches.

59 frameworks

Multi-Object Tracking

Frameworks and libraries for tracking multiple objects across video frames, including detection-agnostic trackers, tracking algorithms, and end-to-end tracking pipelines. Does NOT include single-object trackers, pose estimation, or detection-only models.

59 frameworks

Visual Place Recognition

Methods and systems for identifying and matching locations across images using visual features, descriptors, and retrieval techniques. Includes geo-localization, loop closure detection, and cross-modal localization. Does NOT include general image retrieval, object detection, semantic segmentation, or map construction/rendering.

59 frameworks

Tabular Deep Learning

Research frameworks, models, and libraries for applying deep learning to tabular/structured data. Includes architectures, embeddings, preprocessing, and benchmarks specifically designed for tables. Does NOT include general ML frameworks, AutoML systems, or non-deep-learning tabular methods like XGBoost.

58 frameworks

Binding Affinity Prediction

Tools for predicting the strength and specificity of interactions between ligands (drugs, compounds) and protein targets using ML/DL. Includes binding residue identification and kinase bioactivity prediction. Does NOT include general protein-protein interactions, protein structure prediction, or broader drug discovery pipelines.

58 frameworks

Continual Learning Frameworks

Tools and benchmarks for training ML models on sequential tasks while mitigating catastrophic forgetting. Includes experience replay, memory-based methods, prompt tuning, and neuro-symbolic approaches. Does NOT include general transfer learning, multi-task learning without continual learning focus, or reinforcement learning frameworks without continual learning emphasis.

58 frameworks

Board Game AI

AI implementations for classic turn-based board games (Reversi/Othello, Gomoku) using algorithms like Minimax, Alpha-Beta pruning, and MCTS. Does NOT include video games, real-time strategy games, or general game theory frameworks.

58 frameworks

Neural Data Compression

Tools, libraries, and frameworks for compressing data (images, video, audio, state-space models, KV-cache) using deep learning and neural networks. Does NOT include lossless compression algorithms, hashing/retrieval methods, or general-purpose compression utilities.

57 frameworks

Book Recommendation Systems

Complete implementations of book recommendation systems using collaborative filtering, content-based, or popularity-based approaches with deployed web interfaces. Does NOT include general recommendation frameworks, movie/anime recommendations, or non-book domain recommenders.

57 frameworks

Reinforcement Learning Trading

Projects implementing RL agents (DQN, PPO, SAC, etc.) to learn automated buy/sell/hold trading strategies for stocks, crypto, and forex markets. Does NOT include traditional quantitative trading, technical analysis without learning agents, or general financial forecasting without RL components.

57 frameworks

Structured Learning Challenges

Multi-day learning journeys (30-100+ days) with sequential projects and milestones in ML/DL/Data Science. Does NOT include one-off projects, interview prep collections, or specialized single-domain tools.

57 frameworks

Low-Light Image Restoration

Tools and methods for enhancing, denoising, and restoring images captured in low-light conditions using deep learning techniques. Includes image decomposition, deblurring, and RAW processing. Does NOT include shadow removal, general image enhancement without low-light focus, or video processing frameworks.

57 frameworks

Statistical Learning Coursework

University and college course materials, assignments, and projects focused on statistical machine learning, applied ML, and foundational algorithms. Does NOT include specialized coursework in neural networks, deep learning, or domain-specific applications like NLP or computer vision.

57 frameworks

Unity Game AI

Game AI systems and behaviors implemented in Unity for interactive gameplay. Includes NPC decision-making, pathfinding, state machines, and dynamic difficulty adjustment. Does NOT include general AI frameworks, theoretical AI algorithms, or non-game applications.

57 frameworks

Mental Health Risk Detection

AI/ML systems that predict, classify, or detect mental health conditions and psychological risks from textual, behavioral, or multimodal data. Includes depression screening, suicide risk assessment, and emotional state classification. Does NOT include general mental health education platforms, therapy scheduling tools, or forums without predictive ML components.

57 frameworks

Platform-Optimized Wheels

Pre-compiled ML framework binaries and wheels optimized for specific hardware architectures and platforms (ARM, x86, GPU accelerators, Windows, macOS). Does NOT include general ML frameworks, source code repositories, or framework documentation.

56 frameworks

Gradient Boosting Frameworks

Implementations and libraries of gradient boosting algorithms for tabular data and ensemble learning. Includes variants like XGBoost, CatBoost, and specialized approaches (natural gradient, distributional, online learning). Does NOT include general ensemble methods without gradient boosting, decision tree libraries without boosting, or neural network frameworks.

56 frameworks

Decision Tree Frameworks

Tools, libraries, and implementations for building, visualizing, and working with decision trees and tree-based ensemble methods. Includes educational resources, interactive builders, and optimized implementations. Does NOT include general classification frameworks, random forests as standalone libraries (those are boundary), or non-tree-based predictive models.

56 frameworks

Robotic Simulation Frameworks

Tools and environments for simulating robotic systems with physics engines, sensor simulation, and control integration (ROS, Gazebo, Unity, AirSim). Includes drone racing simulators, underwater robotics, and robot navigation stacks. Does NOT include real robot hardware, general game engines, or non-robotics simulations.

56 frameworks

Java Deep Learning

Deep learning frameworks and libraries specifically for the Java Virtual Machine (JVM), including training, inference, and model deployment. Does NOT include deep learning frameworks for other languages, Android-specific libraries, or general Java utilities without deep learning focus.

56 frameworks

Snake Game AI

AI agents trained to play the classic Snake game using various machine learning approaches (reinforcement learning, neural networks, genetic algorithms, pathfinding). Does NOT include other game AI, general game development, or non-game reinforcement learning applications.

56 frameworks

Text Summarization Tools

Applications and frameworks for automatically condensing text, articles, documents, and code into shorter summaries using NLP techniques. Does NOT include general text generation, question-answering systems, or topic modeling without summarization as the primary function.

56 frameworks

Fairness Bias Auditing

Tools and frameworks for measuring, auditing, and mitigating bias and fairness issues in ML models and datasets. Includes bias detection metrics, fairness evaluation pipelines, and debiasing algorithms. Does NOT include general ML ethics resources, responsible AI governance frameworks, or fairness theory papers without implementation code.

55 frameworks

Drug Discovery ML

Tools and frameworks for AI-driven drug discovery, repurposing, and virtual screening—including molecular interaction prediction, binding affinity modeling, and compound prioritization. Does NOT include general drug response prediction in existing cell lines, cancer pharmacogenomics, or therapeutic outcome modeling.

55 frameworks

Robotic Systems Platforms

Frameworks, platforms, and integrated systems for building, simulating, and controlling physical robots with AI capabilities. Includes multi-robot simulators, robot operating systems, humanoid/quadruped projects, and autonomous robotic platforms. Does NOT include individual robotic components, Arduino hobby projects, computer vision plugins, or arm control systems without integrated robotics frameworks.

55 frameworks

Protein Language Models

Tools for training and applying transformer-based language models on protein sequences for tasks like fitness prediction, stability estimation, and property inference. Does NOT include structure prediction, sequence alignment, or general protein embeddings without generative/discriminative language modeling.

55 frameworks

Sports Video Analysis

Tools for analyzing ball sports (tennis, padel, billiards, soccer, etc.) through computer vision and ML to detect players, balls, and actions. Does NOT include general video analysis, fitness tracking apps, or non-ball sports like rugby/cricket/football/basketball.

55 frameworks

ML API Deployment

Tools and frameworks for deploying trained machine learning models as production-ready APIs with containerization, serving infrastructure, and best practices. Includes FastAPI/Flask services, Docker packaging, and inference optimization. Does NOT include model training, data preparation, or general cloud deployment guidelines without ML-specific serving patterns.

55 frameworks

Text Classification NLP

Machine learning projects for categorizing text documents into predefined classes or topics using NLP techniques. Includes fine-tuned language models, feature extraction, and multi-class classification systems. Does NOT include sentiment analysis, language identification as primary goal, or general NLP preprocessing tools.

55 frameworks

Product Recommendation Systems

Machine learning systems that recommend products to users based on collaborative filtering, content-based filtering, sentiment analysis, or hybrid approaches in e-commerce contexts. Does NOT include general recommendation systems for non-product domains (movies, music, websites, books) or other types of personalization.

55 frameworks

Domain-Specific AI Assistants

AI-powered applications that augment workflows in specific professional domains (legal, education, real estate, agriculture, advocacy) with task automation, intelligent classification, and domain-aware chatbots. Does NOT include general-purpose AI frameworks, ML model training systems, or datasets.

55 frameworks

LaTeX OCR Tools

Tools and models for converting images of mathematical equations, formulas, and technical diagrams into LaTeX code or markup. Includes handwritten and printed formula recognition, circuit diagram conversion, and speech-to-LaTeX translation. Does NOT include general document OCR, non-mathematical content recognition, or LaTeX editing/compilation tools.

54 frameworks

Data Augmentation Techniques

Libraries and methods for artificially expanding datasets through transformations, synthetic generation, and policy optimization across images, text, tabular, and time-series data. Does NOT include general data preprocessing, feature engineering, or dataset collection tools.

54 frameworks

Network Traffic Classification

ML models and frameworks for classifying network traffic patterns, protocols, and anomalies in real-time or batch processing. Includes encrypted traffic analysis, DPI alternatives, and flow-based identification. Does NOT include general network monitoring tools, packet capture utilities without ML classification, or broader cybersecurity frameworks not focused on traffic categorization.

54 frameworks

Audio Source Separation

Tools and models for isolating individual instruments, vocals, or sound sources from mixed audio signals. Does NOT include speech recognition, speech enhancement without source separation, or general audio processing.

54 frameworks

Physics-Informed Neural Networks

Frameworks and implementations for Physics-Informed Neural Networks (PINNs) that embed physical equations and constraints into neural networks to solve PDEs and scientific computing problems. Does NOT include general neural networks, standard PDE solvers without ML integration, or domain-specific applications like heat transfer unless the primary focus is the PINN methodology itself.

54 frameworks

FPGA Neural Accelerators

Hardware implementations and design frameworks for neural network acceleration on FPGAs, including systolic arrays, HLS synthesis tools, and optimization for edge inference. Does NOT include general FPGA design, software ML frameworks, or CPU/GPU-based accelerators.

54 frameworks

ML Model Serving

Web frameworks and deployment boilerplates for exposing trained machine learning models as production REST APIs. Includes Flask, Django, and similar server frameworks with integrated model inference pipelines. Does NOT include model training frameworks, cloud MLOps platforms, or containerization tools used independently of model serving.

54 frameworks

Speech Emotion Recognition

Systems for classifying emotional states and affective expressions from audio speech signals using machine learning. Does NOT include general speech recognition, text-based sentiment analysis, facial emotion detection, or multi-modal systems without speech as primary input.

54 frameworks

Financial Sentiment Analysis

ML projects applying NLP and deep learning models (FinBERT, LSTM, VADER) to classify sentiment in financial news, reports, and SEC filings for market prediction and trading signals. Does NOT include general sentiment analysis, document classification outside finance, or non-ML trading strategies.

54 frameworks

CLIP Vision Language

Implementations, adaptations, and applications of CLIP and similar vision-language models for zero-shot classification, image-text matching, and multimodal tasks. Does NOT include other vision-language models (like BLIP or LLaVA), general multimodal frameworks, or unrelated CLIPS language systems.

53 frameworks

RNA Structure Learning

Tools for applying deep learning to RNA sequences and structures, including alignment, prediction, and graph-based representations of RNA molecules. Does NOT include general sequence alignment, peptide/protein folding, or non-ML bioinformatics tools.

52 frameworks

Applied ML Bootcamps

Intensive, project-based course materials and bootcamp content focused on practical machine learning applications in specific domains (finance, DSP, music, analytics). Does NOT include theoretical foundations, general tutorials, or pure academic lecture notes without applied components.

52 frameworks

RL Environment Simulators

Custom simulation environments and gym-compatible training frameworks for reinforcement learning across specific domains (trading, auctions, radio, accounting, games). Does NOT include RL algorithms, agents, or general-purpose game engines.

52 frameworks

Named Entity Recognition

52 frameworks

Memory-Augmented Architectures

Frameworks and systems that extend language models and AI agents with persistent memory mechanisms (vector stores, episodic memory, working memory, spatial memory). Does NOT include general retrieval-augmented generation, knowledge bases, or inference optimization without memory integration.

52 frameworks

Flappy Bird AI

AI implementations learning to play Flappy Bird through neural networks, genetic algorithms, or reinforcement learning. Does NOT include other game-playing AI, general neuroevolution frameworks, or non-game applications of these techniques.

52 frameworks

Internship Portfolio Projects

Repositories documenting internship experiences with hands-on ML/AI tasks, projects, and deliverables completed during structured training programs. Does NOT include general educational coursework, competition solutions, or professional certifications without an internship context.

52 frameworks

Prompt Engineering Tools

Platforms and utilities for creating, managing, testing, and sharing AI prompts across different models and use cases. Includes prompt builders, comparison tools, marketplaces, and optimization frameworks. Does NOT include general LLM applications, chatbots, or image generation models themselves.

52 frameworks

Video Processing Pipelines

Frameworks and libraries for building production video processing pipelines with real-time inference, stream handling, and GPU acceleration. Does NOT include video generation, editing tools, or dataset collection utilities.

51 frameworks

Scala ML Frameworks

Machine learning and deep learning libraries, frameworks, and tools built specifically for Scala, including bindings to popular ML platforms. Does NOT include ML projects written in other languages, general Scala utilities without ML focus, or language-agnostic ML frameworks.

51 frameworks

Few-Shot Learning

Frameworks, benchmarks, and implementations for few-shot and meta-learning approaches that enable models to learn from limited examples. Does NOT include zero-shot methods, general transfer learning, or domain-specific applications like NER or image classification without the meta-learning focus.

51 frameworks

Spotify Music Recommendation

End-to-end music recommendation systems built on Spotify data and APIs, including playlist generation, song similarity, and personalized suggestions. Does NOT include general music genre classification, audio fingerprinting without recommendations, or non-Spotify music platforms.

51 frameworks

Ecommerce Customer Analytics

Projects analyzing customer behavior, journey mapping, and purchasing patterns in eCommerce using machine learning to derive business insights. Does NOT include general recommendation systems, product matching, or demand forecasting.

51 frameworks

Customer Segmentation Clustering

Projects applying clustering algorithms (K-Means, hierarchical clustering, etc.) to segment customers for marketing and business analytics. Does NOT include general clustering frameworks, recommendation systems, or churn prediction.

51 frameworks

Template and Config Language Datasets

Datasets for templating engines, configuration formats, and data serialization languages (JSON, YAML, Jinja, Nunjucks, FreeMarker). Does NOT include general-purpose programming languages, scripting languages, or compiled languages with broader application domains.

51 frameworks

JavaScript GPU Tensor Libraries

Frameworks and libraries for GPU-accelerated tensor computation, linear algebra, and neural network inference in JavaScript/TypeScript/Node.js environments. Does NOT include general ML model serving, higher-level training frameworks for Python, or application-specific implementations (like game AI or medical imaging).

50 frameworks

MLR3 Ecosystem

Extension packages, learners, and resources built on the mlr3 machine learning framework for R. Includes specialized learners (probabilistic, survival, deep learning), fairness/inference tools, and official documentation. Does NOT include standalone ML frameworks, general R utilities, or non-mlr3-specific ML tools.

50 frameworks

Mixup Augmentation Frameworks

PyTorch implementations of mixup-based data augmentation techniques and MLP-based vision architectures. Includes mixup variants (MixMatch, Manifold Mixup, AlignMixup), MLP-Mixer architectures, and mixing-based training methods. Does NOT include general data augmentation, vision transformers, or contrastive learning frameworks outside the mixing paradigm.

50 frameworks

Text-to-Image Generation

Tools and applications for generating images from text prompts using AI models like Stable Diffusion, DALL-E, or Kandinsky. Includes web apps, mobile apps, APIs, and frontends. Does NOT include image-to-text, general image processing, or non-generative computer vision tasks.

50 frameworks

IBM Professional Certificates

Collections of coursework, projects, and learning materials from IBM's professional certificate programs (Data Science, Machine Learning, Generative AI). Does NOT include general data science tutorials, other vendor certifications, or standalone ML projects without IBM certification context.

50 frameworks

Photonic Inverse Design

Tools and frameworks for AI-driven inverse design of photonic and optical devices, including neural network-based optimization, generative models, and simulation-guided learning for nanophotonics, waveguides, and optical structures. Does NOT include general optical simulation, forward modeling, or non-design-focused photonics research.

49 frameworks

Kubernetes ML Deployment

Tools and platforms for deploying, orchestrating, and managing machine learning workloads on Kubernetes clusters. Includes infrastructure-as-code, operators, and integrated stacks combining ML frameworks with K8s. Does NOT include general Kubernetes management tools, standalone ML frameworks, or non-containerized deployment solutions.

49 frameworks

Trajectory Prediction ML

ML frameworks and implementations for predicting future paths of pedestrians, vehicles, and agents in multi-agent scenarios. Includes adversarial robustness, goal-driven models, and spatiotemporal graph methods. Does NOT include general motion planning, robot manipulation, or vision-language navigation.

49 frameworks

Browser Based Object Detection

Real-time object detection applications running in web browsers using TensorFlow.js and pre-trained models like COCO-SSD. Does NOT include server-side detection, image classification, pose/face/gesture detection, or non-detection computer vision tasks.

49 frameworks

Breast Cancer Detection AI

Deep learning and computer vision systems for detecting, classifying, and diagnosing breast cancer from medical imaging (mammograms, ultrasound, histopathology). Does NOT include general medical imaging, other cancer types, or non-diagnostic breast health applications.

49 frameworks

Edge Device ML Deployment

Optimized ML model implementations and inference frameworks for resource-constrained edge devices like Jetson Nano, Raspberry Pi, and embedded systems using lightweight runtimes (ncnn, TensorRT). Does NOT include general ML frameworks, cloud deployment, model training, or setup guides without actual inference implementations.

49 frameworks

Real Estate Valuation Apps

Full-stack applications that predict property prices using ML models with user-facing interfaces (web/mobile frontends). Includes residential and commercial real estate valuations. Does NOT include general price prediction frameworks, real estate datasets alone, or backend APIs without user interfaces.

49 frameworks

Neuroevolution Frameworks

Libraries and implementations of neuroevolution techniques (NEAT, genetic algorithms, evolutionary strategies) for evolving neural network architectures and weights. Does NOT include general genetic algorithms, reinforcement learning, or neural architecture search frameworks without evolutionary components.

48 frameworks

Neural Style Transfer

Implementations and applications of neural style transfer techniques for artistic image transformation. Includes semantic style transfer, fast style transfer, and domain-specific variants (portraits, architecture, characters). Does NOT include general image-to-image translation, texture synthesis without style transfer, or non-neural artistic filters.

48 frameworks

Plant Leaf Disease Detection

Tools for detecting and classifying diseases in plant leaves using computer vision and deep learning models. Includes web applications for real-time image classification and disease diagnosis. Does NOT include crop yield prediction, plant stress forecasting (water/nutrient), or general plant health monitoring systems without disease classification.

48 frameworks

Linear Regression Implementations

Educational implementations and tutorials of linear regression models including simple, multiple, and polynomial variants. Does NOT include other regression types (logistic, support vector), general regression frameworks, or non-regression ML algorithms.

48 frameworks

Home Security AI

AI-powered surveillance and intrusion detection systems for residential properties, including object detection, real-time alerting, and edge deployment. Does NOT include border/industrial surveillance, general anomaly detection frameworks, or smart home automation beyond security.

48 frameworks

Business Intelligence Dashboards

AI-powered BI platforms and dashboards for sales analytics, forecasting, KPI tracking, and business insights. Does NOT include general data visualization libraries, reporting tools without ML/AI components, or domain-specific analytics (financial trading, sports prediction, etc.).

48 frameworks

Employee Attrition Analytics

ML projects for predicting and analyzing employee turnover, performance, and HR metrics. Includes attrition prediction, performance classification, and workforce analytics dashboards. Does NOT include general HR management systems, payroll software, or recruitment/hiring prediction tools.

48 frameworks

ML Drift Detection

Tools and systems for detecting, monitoring, and responding to data drift and model drift in production ML pipelines. Includes automated retraining, root cause diagnosis, and data validation. Does NOT include general model monitoring, performance metrics tracking, or anomaly detection outside the drift context.

47 frameworks

Evolutionary Algorithm Frameworks

Libraries and frameworks implementing evolutionary computation techniques (genetic algorithms, particle swarm optimization, differential evolution, etc.) for optimization and search problems. Does NOT include specific application domains (e.g., game AI, scheduling, hyperparameter tuning) or non-evolutionary metaheuristics.

47 frameworks

Aerial Vehicle Detection

ML projects for detecting aircraft, drones, and UAVs in aerial/satellite imagery using CNNs and YOLO variants. Does NOT include general object detection frameworks, maritime/underwater detection, or non-detection aerospace applications.

47 frameworks

Robot Kinematics ML

Machine learning approaches to solving inverse and forward kinematics for robotic arms and manipulators. Includes neural network-based IK solvers, learning-based control from visual input, and kinematic optimization. Does NOT include general robotics simulation, gripper design, or non-kinematics robotic manipulation tasks.

47 frameworks

Breast Cancer Screening AI

Datasets, prototypes, and research artifacts from human-computer interaction studies on AI-assisted breast cancer diagnosis and radiologist workflows. Does NOT include general medical imaging frameworks, histopathology tools, or broader healthcare AI systems.

47 frameworks

Face Recognition Attendance

Systems that use facial recognition technology to automate attendance tracking in educational and organizational settings. Includes real-time face detection, liveness detection, student/staff registration, and attendance marking. Does NOT include general facial recognition for security, access control, or identity verification outside attendance contexts.

47 frameworks

AI Startup Websites

Static website templates, landing pages, and promotional sites for AI startups and projects. Does NOT include web frameworks, website builders, or educational content about web development.

47 frameworks

RFM Customer Segmentation

End-to-end projects applying RFM (Recency, Frequency, Monetary) analysis combined with K-Means clustering for customer segmentation and business insights. Does NOT include general recommendation systems, churn prediction, or segmentation using other methodologies without RFM analysis.

47 frameworks

Personal Finance Tracking

AI-powered personal finance management apps with expense tracking, budgeting, spending analytics, and financial insights. Does NOT include enterprise financial systems, investment platforms, cryptocurrency wallets, or commercial accounting software.

46 frameworks

Camera Trap Wildlife AI

AI frameworks and tools for automated detection, classification, and analysis of animals in camera trap imagery for conservation and wildlife monitoring. Does NOT include general object detection frameworks, urban wildlife identification without camera traps, or agricultural/livestock monitoring systems.

46 frameworks

Product Review Sentiment

ML projects that classify sentiment in product/service reviews from e-commerce and review platforms. Does NOT include general sentiment analysis tools, review display/UI systems, or fake review detection without sentiment classification.

46 frameworks

Metaheuristic Optimization

Implementations of nature-inspired and heuristic algorithms (genetic algorithms, simulated annealing, ant colony optimization, particle swarm optimization) applied to combinatorial optimization problems like TSP, VRP, and assignment problems. Does NOT include general machine learning frameworks, deep learning, or reinforcement learning approaches.

46 frameworks

Audio Transcription Apps

Web and desktop applications for converting speech to text from live audio, recorded files, or video content. Includes transcription workflows, multi-language support, and translation features. Does NOT include speech recognition datasets, speaker diarization, voice cloning, or audio classification models.

46 frameworks

Generic Workflow Tools

Multipurpose productivity and project management frameworks with vague, reusable descriptions. Does NOT include domain-specific ML applications, specialized data analysis tools, or tools targeting particular industries or problems.

46 frameworks

Membership Inference Attacks

Tools and implementations for detecting whether specific data points were used in model training, including attack methods, defenses, and privacy analysis frameworks. Does NOT include general privacy-preserving ML, differential privacy libraries, or other data poisoning/adversarial attacks.

45 frameworks

Synthetic Data Generation

Tools and frameworks for generating synthetic datasets across tabular, time-series, and domain-specific data modalities, including benchmarking and evaluation methods. Does NOT include real dataset collections, data augmentation techniques, or domain-specific applications that use synthetic data.

45 frameworks

Traffic Sign Detection

Deep learning models and applications for detecting, classifying, and recognizing traffic signs and traffic lights in real-time. Does NOT include general object detection frameworks, autonomous driving systems, or other road infrastructure detection (lane markers, pedestrians, vehicles).

45 frameworks

Traffic Flow Prediction

Machine learning pipelines for forecasting traffic congestion, vehicle flow, and network-wide transportation patterns using historical data and spatio-temporal modeling. Does NOT include general traffic classification, ride-sharing apps, or urban planning without predictive ML components.

45 frameworks

License Plate Recognition

Tools and systems for automatic detection and recognition of vehicle license plates using YOLO-based object detection combined with OCR. Does NOT include general document OCR, vehicle classification without plate recognition, or traffic monitoring systems without plate identification.

45 frameworks

ML Benchmarking Frameworks

Tools and frameworks for reproducibly benchmarking, evaluating, and comparing machine learning models across different domains and datasets. Does NOT include domain-specific prediction tasks, competition leaderboards, or educational coursework collections.

44 frameworks

Card Game AI

AI agents and game-playing strategies for card games like Blackjack, Poker, and regional variants (Jass, Briscola, Mahjong). Focuses on decision-making algorithms (Monte Carlo, genetic algorithms, reinforcement learning) applied to card game mechanics. Does NOT include general game AI, board games, or non-card games.

44 frameworks

Multi-Task Learning

Frameworks, libraries, and optimization methods for training models on multiple related tasks simultaneously. Includes MTL architectures, loss weighting strategies, gradient aggregation, and Pareto optimization. Does NOT include single-task learning, weight space learning as a standalone technique, or continual learning frameworks.

44 frameworks

Neural Radiance Fields

44 frameworks

Fortran ML Frameworks

Deep learning libraries and tools written in or interfacing with Fortran, particularly for scientific computing and HPC applications. Does NOT include general ML frameworks in other languages, linear algebra libraries without ML capabilities, or Fortran tools for non-ML scientific computing.

44 frameworks

Fashion MNIST Classification

CNN-based image classification projects using Fashion MNIST and similar fashion datasets for garment categorization. Does NOT include fashion recommendation systems, general computer vision frameworks, or non-fashion image classification tasks.

44 frameworks

Medium Article Collections

Repositories containing code, notebooks, and resources associated with blog posts and articles published on Medium or personal blogs. Does NOT include standalone tutorials, curated lists of external blogs, or educational courses.

44 frameworks

Viral Clip Generation

Tools for automatically extracting, editing, and formatting short-form video clips from long-form content (videos, podcasts, streams) for social media platforms. Does NOT include general video editing, video composition frameworks without clip extraction focus, or video organization/metadata tools.

44 frameworks

Titanic Kaggle Competition

ML projects and solutions specifically focused on the Titanic dataset Kaggle competition, including data preprocessing, feature engineering, model training, and survival prediction implementations. Does NOT include general ML tutorials, other Kaggle competitions, or datasets unrelated to the Titanic challenge.

44 frameworks

Restaurant Rating Prediction

ML projects focused on predicting restaurant ratings, success, and performance using review data, operational metrics, and customer behavior. Does NOT include general recommendation systems, food delivery optimization, or dish-level popularity prediction.

44 frameworks

Vehicle Detection Tracking

Real-time detection, classification, and tracking of vehicles in images and video streams using deep learning models like YOLO. Does NOT include general object detection frameworks, traffic prediction systems, or autonomous driving stacks.

44 frameworks

Triton Inference Deployment

Tools, frameworks, and guides for deploying machine learning models using NVIDIA Triton Inference Server, including optimization, benchmarking, and integration patterns. Does NOT include general inference serving, model training, or Triton kernel programming (see mojo-ml-frameworks for low-level GPU kernel work).

43 frameworks

ML Reference Guides

Quick reference materials, cheat sheets, and summarized documentation for ML/AI concepts and frameworks. Does NOT include full tutorials, course materials, interactive learning platforms, or specialized reference guides for specific prediction tasks.

43 frameworks

Data Science Competition Wins

Solutions and winning approaches from machine learning competitions, hackathons, and data science challenges across various platforms (Kaggle, DACON, Analytics Vidhya, etc.). Does NOT include general competition datasets, tutorial implementations, or educational coursework without competitive context.

43 frameworks

Twitter Sentiment Analysis

Projects for classifying sentiment (positive/negative/neutral) specifically from Twitter/social media posts using ML and NLP techniques. Does NOT include sentiment analysis for product reviews, movies, YouTube content, or general text classification without a social media focus.

43 frameworks

Event Discovery Platforms

Web and mobile applications that help users discover, browse, and register for events (workshops, hackathons, seminars) using recommendation algorithms, AI matching, or personalized filtering. Does NOT include general event management tools, coaching platforms, or university administrative systems without discovery/recommendation features.

43 frameworks

Ollama Chat Interfaces

Web, desktop, mobile, and terminal UI applications for interacting with local LLMs via Ollama. Includes chatbots with features like RAG, voice I/O, memory, and sentiment analysis. Does NOT include Ollama installation guides, server management tools, model frameworks, or non-Ollama chat systems.

43 frameworks

Shapley Value Methods

Tools and libraries for computing, analyzing, and interpreting Shapley values for feature importance, model explanation, and data valuation. Does NOT include general feature importance methods, model interpretability frameworks, or explainability systems that don't specifically use Shapley value theory.

42 frameworks

Artificial Neural Networks Education

Educational resources, lecture notes, and practical implementations of foundational artificial neural networks (ANNs) from theory to basics. Does NOT include specialized architectures (CNNs, RNNs, Transformers), advanced frameworks, or domain-specific applications.

42 frameworks

Medical Imaging Reconstruction

Deep learning frameworks and pipelines for reconstructing medical images from undersampled or low-dose sensor data (MRI, CT, ultrasound, cryo-EM). Includes physics-informed methods, learned optimization, and domain-specific denoising. Does NOT include general image denoising, medical diagnosis systems, or non-reconstruction medical AI applications.

42 frameworks

Image Denoising Networks

Deep learning models and implementations for removing noise from images using neural architectures (U-Net, DnCNN, FFDNet, Noise2Void, etc.). Does NOT include traditional signal processing filters, general image restoration, or super-resolution techniques.

42 frameworks

Blockchain AI Integration

Platforms combining blockchain, distributed ledgers, or cryptocurrency with machine learning capabilities for decentralized, verifiable, or trustless AI systems. Does NOT include standalone blockchain tools, pure ML frameworks, or traditional centralized AI applications without blockchain/crypto components.

42 frameworks

Godot Game AI

AI implementations and frameworks specifically for game development in Godot Engine, including NPC behavior, pathfinding, agent training, and game mechanics. Does NOT include general ML frameworks, non-game applications, or AI tools for other game engines like Unity.

42 frameworks

Hand Gesture Recognition

Projects for recognizing and classifying hand gestures from video or sensor data to enable human-computer interaction. Does NOT include general pose detection, sign language recognition, or body gesture analysis beyond hands.

42 frameworks

Fashion Recommendation Systems

AI-powered platforms that suggest clothing, outfits, and styling advice based on user preferences, body type, images, or shopping history. Does NOT include general e-commerce product matching, inventory management, or fashion trend analysis without personalized recommendations.

42 frameworks

Game AI Frameworks

Frameworks and implementations for designing AI players and agents for board games, card games, and turn-based strategy games. Does NOT include game engines, graphics libraries, or reinforcement learning frameworks used outside gaming contexts.

42 frameworks

Conversational AI Apps

Web applications and chatbots built with LLM frameworks (LangChain, OpenAI, Llama, Groq) and UI libraries (Streamlit, Flask) for interactive chat, Q&A, and dialogue systems. Does NOT include backend LLM infrastructure, fine-tuning frameworks, or non-conversational AI applications.

41 frameworks

Game Playing AlphaZero

Implementations and educational resources for AlphaZero and its variants applied to board games and game environments. Includes complete algorithm implementations, game-specific adaptations, and explanatory materials. Does NOT include general reinforcement learning frameworks, other game-playing algorithms (MCTS-only, Q-learning), or non-game applications of these techniques.

41 frameworks

AI Investment Platforms

End-to-end AI systems for portfolio analysis, stock research, and investment decision-making with integrated market data, recommendation engines, and financial advisory features. Does NOT include general financial dashboards, crypto trading bots, or standalone prediction models without investment application context.

41 frameworks

Academic Thesis Projects

Student thesis repositories across all degree levels (BSc, MSc, MPhil, PhD) that combine ML/AI research with implementation code. Does NOT include published papers, course assignments, or professional research projects outside an academic degree program.

41 frameworks

University Lab Practicals

Collections of semester-wise laboratory assignments, practical codes, and coursework from undergraduate engineering programs (primarily SPPU and PICT institutions). Does NOT include research papers, personal learning projects, or non-academic coding exercises.

41 frameworks

Logic Reasoning Systems

Educational implementations of propositional and first-order logic systems, including knowledge bases, inference engines (forward chaining, resolution), and theorem proving. Does NOT include machine learning frameworks, neural networks, or applied AI applications like classification or prediction tasks.

40 frameworks

Multimodal Search Engines

Tools and applications for searching across image and text modalities using vision-language models like CLIP. Includes text-to-image search, image-to-image search, and video content search. Does NOT include general recommendation systems, dataset creation/filtering tools, or single-modality search applications.

40 frameworks

Privacy-Preserving ML

Libraries, frameworks, and techniques for training machine learning models while protecting data privacy through differential privacy, federated learning, secure computation, and related methods. Does NOT include general privacy policies, data governance, or non-ML privacy tools.

40 frameworks

Radar Signal Classification

Tools and datasets for classifying radar signals and targets using machine learning, including radar simulation, signal processing, and target recognition systems. Does NOT include general signal processing, non-radar RF applications, or sensor fusion without radar components.

40 frameworks

Alzheimer Disease Detection

ML projects for detecting and predicting Alzheimer's disease and related dementias using medical imaging (MRI), biomarkers, speech analysis, and multimodal data. Does NOT include general neurodegenerative disease detection, dementia risk assessment from non-medical data, or diagnostic apps without ML models.

40 frameworks

Driver Attention Monitoring

Real-time AI systems that detect driver drowsiness, distraction, fatigue, and attention states using computer vision and machine learning for vehicle safety. Does NOT include general driver behavior analytics, fleet management platforms, or non-vision-based telematics systems.

40 frameworks

C Family Language Datasets

Programming language datasets for C-family languages and their derivatives (C, C++, C#, Cython, etc.), plus languages starting with 'C' that share C-like syntax or paradigms. Does NOT include languages beginning with other letters, non-C-family languages, or general source code repositories unrelated to specific language datasets.

40 frameworks

Ml Learning Resources

39 frameworks

Remote Sensing Disaster Mapping

Deep learning models for detecting and mapping natural disasters (floods, landslides, wildfires, glacial hazards) using satellite and aerial imagery. Does NOT include general remote sensing, weather forecasting, or non-disaster environmental monitoring like crop/wetland mapping.

39 frameworks

Academic Paper Tools

Tools for managing, analyzing, and extracting insights from academic papers including citation management, paper aggregation, literature review automation, and structured data extraction. Does NOT include general document management, reference formatting libraries, or academic writing platforms without paper-specific analysis features.

39 frameworks

Gradient Descent Visualizations

Interactive tools and educational resources for visualizing and demonstrating gradient descent algorithms and optimization techniques. Includes visualizations, animations, and demonstrations of various optimization methods (SGD, Adam, momentum, etc.). Does NOT include general optimization libraries, solver implementations without visualization focus, or non-educational algorithm collections.

39 frameworks

AI Service SDKs

PHP and language-specific SDK libraries for integrating with external AI APIs and services. Does NOT include AI model frameworks, ML algorithm implementations, or applications built with these SDKs.

39 frameworks

Wildfire Prediction ML

Deep learning models and systems for forecasting wildfires, predicting burned areas, and detecting fire danger using satellite imagery and environmental data. Does NOT include general forest cover classification, land cover mapping, or non-fire-specific environmental monitoring.

39 frameworks

3D Scene Reconstruction

Research implementations for multi-view 3D reconstruction, surface normal estimation, and neural scene understanding from images or point clouds. Does NOT include general 3D modeling tools, mesh editing software, or applications focused primarily on object detection or segmentation.

39 frameworks

Face Mask Detection

Real-time and batch face mask detection systems using deep learning and computer vision. Includes implementations for detecting whether people are wearing masks in images or video streams. Does NOT include general object detection frameworks, instance segmentation (Mask R-CNN), face recognition, or other facial attribute classification tasks.

39 frameworks

Text-to-Speech Conversion

Tools and applications that convert written text into spoken audio output. Includes voice cloning, multi-language support, and audiobook generation. Does NOT include speech recognition, voice user interfaces, or general audio processing frameworks.

39 frameworks

Chronic Disease Prediction

Machine learning models for predicting outcomes, progression, and mortality in chronic liver and kidney diseases using clinical data. Does NOT include general disease detection, acute conditions, or non-clinical health prediction projects.

39 frameworks

Hospital Readmission Prediction

End-to-end ML projects predicting hospital readmissions and medical appointment no-shows using patient data, clinical notes, and healthcare records. Does NOT include general healthcare analytics, disease diagnosis systems, or non-appointment medical predictions.

39 frameworks

Segment Anything Applications

Fine-tuning, adaptation, and domain-specific applications of SAM/SAM2 models for specialized segmentation tasks. Includes optimizations for video, remote sensing, text detection, robustness improvements, and lightweight variants. Does NOT include general segmentation frameworks, foundational SAM model releases, or non-SAM segmentation tools.

38 frameworks

Active Learning Systems

Tools, frameworks, and curated resources for active learning methodologies including data selection, annotation strategies, and pipeline implementation. Does NOT include general machine learning frameworks, semi-supervised learning without active sampling, or domain-specific applications (e.g., medical diagnosis) without active learning as the primary focus.

38 frameworks

Web Scraping Tools

Tools and frameworks for automatically extracting data from websites through web scraping, crawling, and HTML parsing. Does NOT include data cleaning libraries, NLP analysis tools, or downstream ML applications that use scraped data.

38 frameworks

Speaker Diarization Embedding

Tools and frameworks for speaker diarization, speaker embedding, and speaker recognition/verification in audio. Does NOT include general speech recognition, speech synthesis, or voice cloning systems.

38 frameworks

Support Ticket Automation

Tools and systems for automating support ticket management workflows using ML, including classification, routing, SLA prediction, and priority assignment. Does NOT include general ITSM dashboards, seat allocation systems, or incident analytics without ticket automation components.

38 frameworks

Music Genre Classification

Projects for classifying music into genres using machine learning and audio feature extraction. Does NOT include music generation, conversion, or recommendation systems; also excludes general audio processing or instrument recognition.

38 frameworks

PDDL Planning Solvers

Automated planners and tools using PDDL (Planning Domain Definition Language) and related formalisms like STRIPS for symbolic AI planning. Does NOT include general search algorithms, constraint solvers, or scheduling systems without explicit planning domain support.

38 frameworks

Text Authenticity Detection

Tools for detecting plagiarism, AI-generated text, and content similarity through machine learning and NLP techniques. Does NOT include general text classification, language detection, or document summarization systems.

38 frameworks

Phishing Browser Extensions

Chrome and Chromium browser extensions that detect phishing attacks and malicious websites in real-time using ML/heuristics. Does NOT include standalone phishing detection APIs, email-only security tools, or general fraud detection systems unrelated to browser-based threat prevention.

38 frameworks

Iris Classification Tutorials

Educational projects and beginner-friendly implementations of machine learning classification on the Iris dataset. Includes supervised learning models, data visualization, and model evaluation. Does NOT include advanced research, production deployments, or non-Iris datasets.

38 frameworks

DeepSeek Deployment Tools

Installation guides, desktop applications, CLI tools, and local deployment solutions for DeepSeek language models across different platforms (Windows, macOS, Linux). Does NOT include general LLM frameworks, other AI model deployments, or non-DeepSeek specific tools.

38 frameworks

Robot Learning Resources

Curated collections and awesome lists focused on robot learning, manipulation, reinforcement learning, and robotics frameworks. Does NOT include individual implementations, tutorials, or specialized applications like autonomous driving or game-playing agents.

37 frameworks

Recipe Recommendation Systems

AI systems for suggesting recipes based on user preferences, dietary restrictions, ingredients, or food pairing logic. Does NOT include general restaurant recommendations, meal planning without recipe generation, or nutrition analysis tools.

37 frameworks

Exploratory Data Analysis

Tools, libraries, and projects focused on data exploration, visualization, and statistical summarization to understand datasets before modeling. Includes automated EDA platforms and comparative analyses of EDA methodologies. Does NOT include machine learning model building, predictive analytics, or domain-specific analyses (those belong in prediction/classification categories).

37 frameworks

Lunar Lander RL

Reinforcement learning implementations solving the Lunar Lander environment using DQN, PPO, and related algorithms. Does NOT include other RL environments, general RL frameworks, or non-RL lunar lander simulations.

37 frameworks

Classic AI Algorithms

Foundational algorithm implementations and educational resources covering core AI concepts (search, logic, inference, optimization). Does NOT include modern deep learning frameworks, neural networks, or domain-specific applications like computer vision or NLP.

37 frameworks

Smart Home Automation

IoT and home automation systems that control physical devices (lights, appliances, temperature) through dashboards, voice commands, or ML-based prediction. Does NOT include general IoT platforms, vehicle monitoring, or smart home intelligence/routing systems without device control focus.

37 frameworks

Static Site Generators

Minimalistic frameworks and starters for building static websites, blogs, and personal sites with Vue, Next.js, or similar technologies. Does NOT include headless CMS platforms, dynamic web applications, or deployment automation tools.

37 frameworks

Geospatial Media Datasets

Datasets for training ML models on visual and cartographic content including maps, imagery, and videos of Earth and celestial bodies organized by region and media type. Does NOT include documents, text corpora, or non-visual data formats.

37 frameworks

Face Detection Systems

Real-time and batch face detection implementations using classical (Haar Cascade, DNN) and deep learning methods. Includes webcam/video/image processing applications. Does NOT include face recognition, facial attribute analysis, or face swapping.

36 frameworks

Grayscale Image Colorization

Deep learning projects for automatically colorizing grayscale images (photographs, historical images, manga, comics, SAR imagery) back to color. Does NOT include general image-to-image translation, style transfer, or other image enhancement tasks unrelated to the grayscale-to-color conversion problem.

36 frameworks

Hate Speech Content Moderation

Tools and systems for detecting hate speech, offensive language, and hostile content in text across social media and online platforms using NLP and machine learning. Does NOT include general content moderation, cyberbullying detection beyond text classification, or multimodal (image+text) harmful content detection.

36 frameworks

Android Face Recognition

Android mobile applications implementing face recognition and authentication using ML frameworks like TensorFlow Lite and MLKit. Does NOT include general face detection, facial attribute analysis, or non-mobile implementations.

36 frameworks

AI Video Generation

Free, no-registration AI tools for generating videos from text, images, or photos, including social media-specific variants (TikTok, celebrity videos). Does NOT include video editing tools, computer vision models for analysis, or paid/subscription services.

36 frameworks

Word Embedding Vectors

Pre-trained and trained word vector models (word2vec, fastText, etc.) and tools for generating, visualizing, or searching with word embeddings. Does NOT include general NLP frameworks, sentence embeddings, or document retrieval systems without word-level focus.

35 frameworks

Physics ML Education

Educational courses, tutorials, and lecture materials teaching machine learning applications in physics and physical sciences. Includes domain-specific physics problems (particle classification, neutrino detection, high-energy physics). Does NOT include general ML frameworks, physics simulations without ML focus, or non-educational research papers.

35 frameworks

Real-Time Object Detection

Projects implementing live video stream object detection using OpenCV and pre-trained models (SSD, Haar Cascade, MobileNet). Does NOT include motion detection, tracking-only systems, or static image classification without real-time video processing.

35 frameworks

COVID-19 Prediction ML

Machine learning projects specifically for forecasting COVID-19 cases, deaths, variants, and epidemic trends using predictive modeling. Does NOT include general pandemic dashboards, epidemiological surveys, or non-ML coronavirus analysis tools.

35 frameworks

Game Playing Agents

AI agents trained using reinforcement learning and neuroevolution to autonomously play classic video games and simple game mechanics. Includes Deep Q-Learning, policy networks, and evolutionary algorithms applied to games like Flappy Bird, Pong, and Angry Birds. Does NOT include general game engines, web game frameworks, or non-learning-based game AI.

35 frameworks

Turkish AI Education Resources

Curated learning materials, tutorials, and educational projects for AI/ML in Turkish language. Includes course content, documentation, and beginner-friendly guides. Does NOT include specialized ML applications (disease detection, prediction models) or language-specific NLP tools.

35 frameworks

Photoplethysmography Vital Signs

ML frameworks and tools for extracting cardiovascular and vital sign metrics (heart rate, blood pressure, blood oxygen) from photoplethysmography (PPG) signals and remote physiological sensing. Does NOT include general signal processing, non-PPG biosensors, or clinical diagnosis systems without a vital sign extraction component.

35 frameworks

Movie Review Sentiment

Tools for sentiment classification of movie and entertainment reviews using NLP and deep learning. Does NOT include general sentiment analysis for products, social media, or other non-review domains.

35 frameworks

Travel Planning AI

AI-powered applications for trip planning, destination discovery, route optimization, and travel recommendations. Includes flight/transportation booking assistants, itinerary builders, and travel buddy matching. Does NOT include general transportation apps (commute rating, toll analysis) or non-travel review/recommendation systems.

35 frameworks

Career Guidance AI

AI systems that provide personalized career recommendations, guidance, and pathways to users based on their skills, interests, and goals. Includes career counseling bots, path profilers, and transition recommenders. Does NOT include general job boards, recruitment matching engines, or employment fraud detection systems.

35 frameworks

Fruit Vegetable Classification

Image classification projects using deep learning (CNN, transfer learning) to recognize fruits, vegetables, and related produce quality. Does NOT include general image classification frameworks, non-produce food items, or quality assessment of unrelated products like meat or industrial defects.

35 frameworks

Online Exam Proctoring

AI-powered systems for monitoring and detecting cheating during online exams and interviews through computer vision, behavior analysis, and real-time surveillance. Does NOT include general exam management platforms, offline exam monitoring, or authentication systems without proctoring features.

35 frameworks

Legal Case Prediction

AI platforms and NLP systems for analyzing legal documents, predicting case outcomes, and providing legal reasoning assistance. Does NOT include general document processing, compliance checking, or non-legal applications.

35 frameworks

Scikit-learn Pipelines

End-to-end ML pipeline implementations using scikit-learn, focusing on workflow orchestration, preprocessing integration, and production-ready pipeline patterns. Does NOT include general ML tutorials, dataset collections, or frameworks that don't emphasize pipeline construction.

34 frameworks

Bioacoustic Species Classification

ML models and datasets for identifying and classifying animal species from audio recordings, with emphasis on bird and wildlife bioacoustics research. Does NOT include general audio processing, musical instruments, or non-species-identification animal sound analysis.

34 frameworks

Seismic Deep Learning

Tools and frameworks for applying deep learning to seismic data processing, interpretation, and geophysical imaging. Includes datasets, models, and applications for earthquake detection, seismic facies classification, waveform analysis, and seismic signal enhancement. Does NOT include general geophysical modeling, non-ML seismic processing, or broader geospatial analysis.

34 frameworks

Esports Match Prediction

Machine learning models that predict competitive match outcomes in team-based esports games (League of Legends, Valorant, Dota 2, CS2, PUBG, Rocket League). Does NOT include general sports prediction (Formula 1, cricket), single-player game analysis, or non-prediction esports tools.

34 frameworks

Art Discovery Applications

Applications and platforms for exploring, discovering, and analyzing artworks through AI-powered search, recommendation, and visual analysis. Includes museum databases, gallery locators, artwork recognition, and art authentication systems. Does NOT include general image processing tools, cultural heritage restoration frameworks, or non-art-specific computer vision applications.

34 frameworks

Game Playing Reinforcement Learning

RL agents trained to play video games (Atari, Mario, DOOM, etc.) using deep Q-learning, policy gradients, and other RL algorithms. Does NOT include general RL frameworks, robotics control, or non-game environments.

34 frameworks

ML Robustness Frameworks

Tools and frameworks for testing, evaluating, and improving the robustness of ML models against corruptions, adversarial perturbations, domain shifts, and distribution changes. Does NOT include general model evaluation, fairness/bias mitigation, or privacy-preserving machine learning outside robustness contexts.

34 frameworks

Emotion-Based Music Recommendation

Applications that detect user emotions (via facial recognition, speech, or listening habits) and generate personalized music playlists or recommendations based on emotional state. Does NOT include general music players, mood prediction from non-music data, or music classification systems without personalization.

34 frameworks

CartPole Reinforcement Learning

Educational implementations of reinforcement learning algorithms (DQN, SARSA, Q-Learning, A2C, DDPG) applied specifically to the CartPole control problem. Does NOT include general RL frameworks, other environments/benchmarks, or non-RL control methods.

34 frameworks

Flower Species Classification

Image classification projects specifically focused on identifying and categorizing flower species from photographs. Does NOT include general image classification, other plant/animal classification, or non-visual flower recognition tasks.

34 frameworks

Dental AI Diagnostics

AI frameworks and applications for automated dental disease detection, pathology classification, and clinical decision support from radiographs and dental images. Does NOT include general medical imaging, orthodontic treatment planning, or non-diagnostic dental tools.

34 frameworks

Salary Prediction ML

Machine learning projects that predict compensation (salaries, wages, income) across job roles, experience levels, and demographics using structured datasets. Does NOT include general income classification without prediction focus, fairness/inequality analysis as primary goal, or non-ML salary estimation tools.

34 frameworks

.NET ML Frameworks

Machine learning frameworks and training implementations for .NET/C# ecosystem. Includes ML.NET samples, tutorials, and domain-specific ML applications built with .NET technologies. Does NOT include general ML frameworks for other languages, ONNX inference-only tools, or non-.NET machine learning content.

33 frameworks

JavaScript Neural Networks

Pure JavaScript/TypeScript neural network libraries for building and training custom neural networks from scratch. Does NOT include pre-trained model inference engines, deep learning frameworks with GPU support, or bindings to external DNN libraries.

33 frameworks

Naive Bayes Classifiers

Implementations and tutorials of Naive Bayes classification algorithms across programming languages. Does NOT include applications of Naive Bayes for specific domains (email filtering, movie recommendations, text classification) or other classification algorithms.

33 frameworks

Character Motion Animation

Deep learning frameworks for generating, transferring, and editing character motion and animation. Includes keypoint-based animation, motion retargeting, and articulated body animation. Does NOT include general video processing, pose estimation without animation generation, or static image manipulation.

33 frameworks

Eye Gaze Tracking

Real-time eye gaze estimation and gaze-controlled applications using computer vision and ML. Includes gaze detection, eye tracking, pupil distance measurement, and gaze-based interaction systems. Does NOT include general face detection, blink detection, or eye care/health applications without gaze estimation components.

33 frameworks

Space Hazard Detection

ML tools and applications for detecting, predicting, and mitigating space-based hazards including asteroid detection, satellite collision avoidance, orbital debris tracking, and exoplanet identification. Does NOT include general astronomy datasets, space simulation frameworks, or non-ML space applications.

33 frameworks

Intelligent News Curation

AI-powered systems that aggregate, summarize, and personalize news content from multiple sources using ML/NLP techniques. Includes recommendation systems, sentiment analysis, and content filtering for news. Does NOT include general news aggregators without ML components, social networks, or autonomous content generation pipelines.

33 frameworks

HuggingFace Hub Clients

Client libraries and integrations for accessing the Hugging Face Hub across different programming languages and platforms. Includes SDKs, downloaders, and framework-specific connectors. Does NOT include model training frameworks, inference servers, or applications built on top of these clients.

32 frameworks

TinyML Edge Deployment

Frameworks, tools, and systems for training and deploying machine learning models on resource-constrained microcontrollers, IoT devices, and embedded systems. Does NOT include general ML frameworks, cloud-based ML platforms, or non-embedded edge computing solutions.

32 frameworks

NSFW Content Detection

Tools and models for detecting, classifying, and filtering sexually explicit or adult content in images and text. Includes pre-trained models, APIs, and libraries across multiple frameworks and languages. Does NOT include general content moderation for other violation types (violence, hate speech) or datasets without detection functionality.

32 frameworks

HPC Cluster Management

Resources, guides, and tools for setting up, configuring, and managing HPC clusters and distributed computing infrastructure for ML workloads. Does NOT include general cloud computing platforms, containerization tools, or ML frameworks themselves.

32 frameworks

Knowledge Distillation Frameworks

Libraries and implementations for knowledge distillation techniques that compress neural networks by transferring knowledge from teacher to student models. Does NOT include general model compression, pruning, quantization, or dataset distillation approaches.

32 frameworks

Loss Function Implementations

Implementations and comparisons of custom loss functions for machine learning models across different frameworks and domains. Does NOT include general model training frameworks, evaluation metrics libraries, or domain-specific applications.

32 frameworks

Grid World Q-Learning

Educational implementations of Q-learning and reinforcement learning algorithms applied to grid-based navigation environments. Includes projects demonstrating value iteration, SARSA, and related RL techniques in controlled simulations. Does NOT include general reinforcement learning frameworks, complex game AI, or non-grid-based environments.

32 frameworks

Udacity Nanodegree Coursework

Student project repositories from Udacity's Nanodegree programs (Deep Learning, Machine Learning, NLP, AI, etc.). Does NOT include generic course assignments, non-Udacity programs, or professional ML frameworks.

32 frameworks

Flight Delay Prediction

Machine learning projects for predicting flight delays, connection risks, and on-time performance. Includes related aviation forecasting like fuel consumption and aircraft trajectory modeling. Does NOT include general airport passenger traffic prediction, railway/transportation forecasting, or flight booking/insurance applications.

32 frameworks

Traffic Signal Optimization

AI systems that dynamically manage traffic signals and flow using computer vision, machine learning, and real-time data analysis. Does NOT include general traffic prediction, ride-sharing optimization, or autonomous vehicle control.

32 frameworks

Gesture Based Input Control

Applications that use hand gestures, eye tracking, or body movements to control computer peripherals (mouse, keyboard, volume) and interact with desktop systems. Does NOT include gesture recognition for classification, sign language interpretation, or gaming gesture detection.

32 frameworks

AI Recruitment Platforms

End-to-end AI-powered hiring platforms that automate resume screening, candidate matching, and interview processes. Does NOT include standalone resume optimization tools, interview prep coaching, or job search assistants without recruitment automation components.

32 frameworks

Musical Instrument Datasets

Audio datasets for individual musical instruments organized by instrument type (bell, guitar, flute, etc.). Does NOT include general audio processing tools, music generation frameworks, or non-instrument sound datasets.

32 frameworks

Backdoor Attack Defenses

Tools, datasets, and implementations for studying backdoor attacks and defenses in deep learning models, including attack methods, detection techniques, and mitigation strategies. Does NOT include general adversarial attacks, model inversion attacks as primary focus, or other security vulnerabilities unrelated to backdoors.

31 frameworks

Ml Foundations Curricula

31 frameworks

MCTS Game AI

Game-playing AI agents and frameworks using Monte Carlo Tree Search algorithms. Includes implementations for board games, card games, and turn-based games with MCTS-based decision making. Does NOT include general reinforcement learning, non-game applications of MCTS, or game AI using other algorithmic approaches.

31 frameworks

NLP Algorithm Implementations

Reference implementations and educational projects for core NLP techniques (tokenization, sequence modeling, named entity recognition, relation extraction, coreference resolution). Does NOT include end-to-end applications, LLM frameworks, or general machine learning tools.

31 frameworks

Monocular Depth Estimation

Frameworks and implementations for estimating depth from single RGB images or monocular video sequences, including self-supervised, unsupervised, and diffusion-based approaches. Does NOT include stereo depth estimation, LiDAR processing, or general 3D reconstruction from multi-view imagery.

31 frameworks

Hackathon Project Submissions

31 frameworks

Toxic Comment Detection

ML projects for identifying, classifying, and filtering toxic/abusive comments across social media platforms and online communities. Does NOT include general sentiment analysis, spam detection, or profanity filtering without toxicity classification context.

31 frameworks

Text Translation Tools

Tools and applications for translating text between languages using AI/ML models. Includes desktop apps, web interfaces, browser extensions, and APIs for multi-language translation. Does NOT include speech translation, document OCR translation, or general language models used for other tasks.

31 frameworks

DDoS Attack Detection

Machine learning and deep learning systems for detecting and classifying Distributed Denial of Service attacks using supervised learning, neural networks, and network traffic analysis. Does NOT include general network security tools, DDoS mitigation frameworks without ML components, or attack simulation tools without detection models.

31 frameworks

Pacman Search Algorithms

Educational implementations of classical search algorithms (BFS, DFS, A*, etc.) applied to the Pacman game domain for pathfinding and maze navigation. Does NOT include general game AI frameworks, reinforcement learning approaches, or non-Pacman search algorithm tutorials.

31 frameworks

Voice Cloning Synthesis

Tools and frameworks for cloning voices from audio samples to generate synthetic speech. Includes real-time voice cloning, multi-speaker synthesis, and voice conversion. Does NOT include general text-to-speech without cloning, speech recognition, or voice conversion without synthesis capabilities.

31 frameworks

Script Language Datasets

Datasets for scripting and domain-specific languages (AppleScript, CFScript, MoonScript, AngelScript, etc.). Does NOT include general-purpose programming languages, markup languages, or non-code datasets.

31 frameworks

Ensemble Learning Frameworks

Tools, libraries, and implementations for combining multiple machine learning models through techniques like stacking, bagging, boosting, and dynamic selection to improve prediction accuracy and robustness. Does NOT include individual ensemble algorithms (Random Forest, XGBoost, Gradient Boosting) as standalone frameworks, nor applications of ensembles to specific domains.

30 frameworks

Normalizing Flows PyTorch

PyTorch implementations of normalizing flows and flow-matching algorithms for density estimation and generative modeling. Does NOT include general generative models (diffusion, VAEs, GANs), reinforcement learning with flows, or physics simulations.

30 frameworks

Next Word Prediction

LSTM and RNN-based models for predicting the next word in a sequence, including language modeling and text autocompletion. Does NOT include general text generation, machine translation, or broader NLP tasks beyond sequential word prediction.

30 frameworks

Game AI Competitions

Repositories for AI programming challenges and competitions where agents compete in games (Bomberjam, Zappy, Lux-AI, Robocode). Includes game implementations with AI players and multiplayer competitive frameworks. Does NOT include general game development, single-player games without AI agents, or non-competitive game projects.

30 frameworks

Computer Science Notes

University-level computer science course materials, lecture notes, assignments, and study resources across multiple institutions and semesters. Does NOT include specialized ML/AI coursework, neural networks content, or professional training materials.

30 frameworks

CAPTCHA Solving ML

Tools and models for automatically solving CAPTCHA challenges using machine learning, deep learning, and computer vision techniques. Includes OCR-based solvers, image classification models, and deployed systems for text and image CAPTCHAs. Does NOT include general OCR tools, image classification frameworks, or CAPTCHA generation/creation systems.

30 frameworks

Unity ML Agents Environments

Game and simulation environments built with Unity ML-Agents toolkit for training reinforcement learning agents. Includes example projects, custom environments, and tutorials using Unity's ML-Agents framework. Does NOT include general reinforcement learning frameworks, non-Unity game AI, or Unreal Engine ML implementations.

30 frameworks

Deep Learning Fundamentals

30 frameworks

Wake Word Detection

Tools and models for detecting custom wake words and hotwords in audio streams, typically optimized for small-footprint/on-device deployment. Does NOT include general speech recognition, speaker verification (unless combined with wake-word detection), or audio classification beyond wake-word triggers.

30 frameworks

Tetris AI Agents

AI agents and bots trained to play Tetris using techniques like genetic algorithms, heuristic search, and reinforcement learning. Does NOT include general game-playing AI, other puzzle games, or game development frameworks.

30 frameworks

Sketch Recognition Games

Interactive web/mobile games and applications that use ML to recognize hand-drawn sketches and doodles in real-time gameplay. Includes drawing prediction, guessing games, and sketch classification systems. Does NOT include general drawing tools, wireframing applications, robotic drawing systems, or non-game sketch detection projects.

30 frameworks

Text Emotion Classification

Projects for detecting and classifying emotions in written text using NLP and ML techniques. Does NOT include emotion detection from speech/audio, facial expressions, or multimodal approaches combining text with other data types.

30 frameworks

Personalized Diet Planning

AI-powered systems for generating customized meal plans, dietary recommendations, and nutrition tracking based on individual health goals, preferences, and constraints. Does NOT include general fitness coaching, workout planning, or restaurant/food discovery platforms without personalization algorithms.

30 frameworks

AI-Powered Calculators

Calculator applications enhanced with AI capabilities for computation, problem-solving, and mathematical assistance. Does NOT include general math education platforms, tutoring systems, or non-calculator math tools.

30 frameworks

EV Fleet Optimization

ML projects for optimizing electric vehicle operations, charging infrastructure, routing, and energy management. Includes charging station placement/prediction, route optimization, battery range prediction, and charging behavior forecasting. Does NOT include general EV market analysis, IoT smart charging hardware, or battery fault detection without optimization context.

30 frameworks

Perceptron Learning Implementations

Basic implementations and educational projects focused on building perceptron classifiers from scratch. Includes single-layer perceptrons, binary/multi-class classification, and visualizations of the learning process. Does NOT include multi-layer neural networks, deep learning frameworks, or production-ready ML libraries.

30 frameworks

Laptop Price Prediction

Machine learning projects that predict laptop prices based on hardware specifications using regression models. Does NOT include price prediction for other product categories (phones, clothes, devices) or general price analysis frameworks.

30 frameworks

Medical Image Registration

Deep learning frameworks and methods for aligning medical images across modalities and time points, with focus on deformable registration, uncertainty quantification, and foundation models. Does NOT include general image super-resolution, denoising, or restoration without registration components.

29 frameworks

Image Inpainting

Tools and frameworks for filling missing or corrupted regions in images using deep learning techniques. Includes patch-based, generative, and guided inpainting methods for photo restoration, object removal, and content-aware editing. Does NOT include general image restoration, denoising, super-resolution, or background removal without inpainting.

29 frameworks

DNA Sequence ML

Tools for applying machine learning to DNA sequence analysis, prediction, and interpretation. Includes sequence encoding, mutation detection, and sequence-to-function modeling. Does NOT include protein/peptide analysis, chromatin binding prediction, or variant classification.

29 frameworks

GPT Implementation Tutorials

Educational implementations and minimal versions of GPT models from scratch, focusing on learning and understanding transformer architectures. Does NOT include production frameworks, fine-tuning tools, data preprocessing utilities, or applications built with GPT models.

29 frameworks

Background Removal Tools

Tools and applications for removing backgrounds from images and videos using ML segmentation models. Includes implementations across web, mobile, and desktop platforms. Does NOT include general image editing, object removal/inpainting, or OCR applications.

29 frameworks

Whisper Transcription Apps

Applications and tools for transcribing audio/video to text using OpenAI's Whisper model, including live transcription, containerized APIs, and subtitle generation. Does NOT include general speech recognition frameworks, text-to-speech, speaker diarization frameworks, or audio classification systems.

29 frameworks

Discord AI Chatbots

Discord bots that integrate AI language models and conversational AI for chat interactions. Does NOT include music bots, moderation-only bots, or general Discord bot development frameworks.

29 frameworks

Crime Prediction Analytics

ML projects analyzing crime data and forecasting crime trends across jurisdictions. Includes crime pattern detection, resource allocation optimization, and predictive policing. Does NOT include general criminal justice systems, recidivism prediction, terrorism forecasting, or force-use analysis.

29 frameworks

CS50 AI Coursework

Complete course solutions and implementations from Harvard's CS50 Introduction to Artificial Intelligence with Python, covering fundamental AI concepts through structured projects. Does NOT include general AI tutorials, individual algorithm implementations outside this course context, or other university coursework.

29 frameworks

Insurance Premium Prediction

ML projects and applications for predicting insurance costs and premiums based on demographic and health factors. Includes regression models, web/API implementations, and healthcare cost estimation tools. Does NOT include general insurance claim processing, fraud detection, or non-insurance regression problems.

29 frameworks

Protein Engineering Design

Tools for computationally designing and optimizing proteins through mutation, folding prediction, and binding affinity engineering—including antibodies, enzymes, and synthetic binders. Does NOT include general protein structure prediction, sequence alignment, or property prediction without design objectives.

28 frameworks

Deep Learning Applications

Coursework and projects applying deep learning techniques to real-world engineering, computer vision, and domain-specific problems. Does NOT include foundational deep learning theory courses, general neural network architecture studies, or non-applied learning materials.

28 frameworks

Security Threat Detection

Real-time AI systems for detecting weapons, violence, and criminal activity in CCTV/video feeds using computer vision models. Does NOT include general object detection, crime prediction analytics, or non-video-based security systems.

28 frameworks

Forest Tree Detection

ML datasets, tools, and models for detecting, identifying, and counting trees in satellite, aerial, and LiDAR imagery. Does NOT include general object detection, vegetation coverage prediction, or non-forest applications (e.g., swimming pools, landfills).

28 frameworks

Connect Four Game AI

Game implementations of Connect Four with AI opponents using classical algorithms like minimax, alpha-beta pruning, and MCTS. Does NOT include general game AI frameworks, reinforcement learning environments, or non-Connect Four games.

28 frameworks

T-Prefixed Language Datasets

Programming language datasets for languages starting with 'T' (Tampio, Tcl, Turing, Turtle, Tao, Tom, Triton, Talon, Tact, Toit, TypeScript, etc.). Does NOT include languages from other alphabetic categories or non-language-specific AI2001 datasets.

28 frameworks

Missing Data Imputation

Tools and frameworks for handling, imputing, and analyzing missing values in datasets across various modalities and domains. Does NOT include general data cleaning, time-series forecasting without imputation focus, or synthetic data generation unrelated to missingness mechanisms.

27 frameworks

Conformal Prediction Frameworks

Libraries and tools for uncertainty quantification through conformal prediction methods, enabling distribution-free prediction sets and intervals with theoretical guarantees. Does NOT include general uncertainty quantification, Bayesian methods, or non-conformal approaches to confidence estimation.

27 frameworks

Molecular Toxicity Screening

Tools for predicting molecular toxicity, cardiotoxicity, and ADMET properties using QSAR/ML models on chemical structures. Does NOT include general bioactivity prediction, protein properties, or sequence-based design.

27 frameworks

Image Upscaling Tools

Applications and frameworks for enhancing image and video resolution using deep learning models (Real-ESRGAN, ESRGAN, etc.). Does NOT include general image processing, face restoration as primary focus, or frame interpolation standalone tools.

27 frameworks

Fuzzy Logic Systems

Libraries and frameworks for implementing fuzzy logic control systems, inference engines, and decision-making applications. Does NOT include general machine learning frameworks, neural networks, or cognitive mapping systems (which belong in separate categories).

27 frameworks

Academic ML Assignments

Student coursework, thesis projects, and educational assignments in machine learning and AI. Includes university submissions, capstone projects, and structured learning program deliverables. Does NOT include production ML frameworks, libraries, or tools intended for non-educational use.

27 frameworks

Cartoon Style Transfer

Tools and models for converting images or videos into cartoon, anime, or sketch artistic styles using neural networks and computer vision techniques. Does NOT include general image generation, style transfer for non-cartoon artistic effects, or image editing tools without style transformation focus.

27 frameworks

Mojo ML Frameworks

Machine learning and deep learning frameworks built in or for the Mojo programming language. Does NOT include general Mojo learning materials, non-ML libraries, or ML frameworks in other languages.

27 frameworks

Food Classification Models

Deep learning projects for classifying food images into specific categories using CNNs, transfer learning, and pre-trained architectures. Does NOT include general image classification, kitchenware/non-food item classification, ingredient recognition, nutrition analysis, or recipe/restaurant recommendation systems.

27 frameworks

AI Medicine Coursework

Student assignments, notes, and solutions from the Coursera AI for Medicine Specialization by deeplearning.ai. Does NOT include general medical AI tools, research papers, or healthcare ML frameworks outside this specific course.

27 frameworks

Computer Vision Conference Papers

Collections and aggregations of research papers from major computer vision conferences (CVPR, ICCV, ECCV, WACV, etc.) with associated code implementations and interpretations. Does NOT include individual paper implementations, survey papers, or general ML frameworks.

27 frameworks

Edge Camera ML

Projects implementing machine learning inference on embedded camera devices (ESP32-CAM, microcontrollers, edge devices) for real-time computer vision tasks. Does NOT include general ML frameworks, cloud-based vision APIs, or non-camera embedded ML applications.

27 frameworks

Web3 Contract Security

ML-driven tools for analyzing smart contracts and detecting on-chain threats (rugpulls, scams, deployer fraud). Focuses on Solidity static analysis, feature engineering, and risk scoring. Does NOT include general blockchain infrastructure, consensus mechanisms, or non-security Web3 applications.

27 frameworks

Resume Job Matching

Platforms and tools that match resumes to job opportunities using NLP, embeddings, and semantic search. Includes resume parsing, skill extraction, and job recommendation systems. Does NOT include general career guidance, interview coaching, skill learning platforms, or resume builders without job matching functionality.

27 frameworks

Lisp Dialect Datasets

Programming language datasets for Lisp dialects and Lisp-flavored languages (Common Lisp, Clojure, Emacs Lisp, AutoLISP, etc.). Does NOT include non-Lisp languages, general functional languages, or Lisp tooling/frameworks.

27 frameworks

Image Quality Assessment

Tools and models for evaluating image quality using no-reference, full-reference, or learning-based methods. Includes face image quality, UGC quality assessment, and blind image quality prediction. Does NOT include general image processing, enhancement, or aesthetic scoring systems.

26 frameworks

Python Utility Libraries

Zero-dependency Python implementations of fundamental data structures, algorithms, and tools (interpreters, parsers, formatters). Does NOT include domain-specific ML applications, datasets, or frameworks trained for prediction tasks.

26 frameworks

Voice Assistant Projects

Personal AI assistants with voice interaction, task automation, and desktop integration. Does NOT include general chatbots, voice cloning tools, speech recognition datasets, or voice-controlled applications without AI assistant functionality.

26 frameworks

Question Answering Systems

End-to-end QA platforms and systems that retrieve or generate answers from text, knowledge graphs, or documents. Includes QA dataset annotation tools and educational QA demos. Does NOT include general conversational chatbots, reading comprehension benchmarks, or text matching/similarity tools.

26 frameworks

Unreal Engine ML

Plugins, SDKs, and integrations for machine learning workflows within Unreal Engine (UE4/UE5). Includes neural network inference, training frameworks, and ML toolkit extensions. Does NOT include general game AI, non-Unreal game engines, or standalone ML frameworks without Unreal Engine integration.

26 frameworks

Lane Detection Systems

Computer vision tools and models for detecting road lanes in autonomous driving contexts. Does NOT include general object detection, vehicle detection, or other autonomous driving perception tasks beyond lane identification.

26 frameworks

Crowd Counting Systems

Real-time people detection and counting in crowds, videos, and live streams using computer vision frameworks. Does NOT include general object detection, individual person tracking without counting, or occupancy/capacity monitoring for single rooms or desks.

26 frameworks

DataCamp Course Solutions

Collections of completed coursework, projects, and exercises from DataCamp's structured learning tracks and certifications. Does NOT include independent data science projects, bootcamp materials from other platforms, or tutorials not directly tied to DataCamp courses.

26 frameworks

Transformer Architecture Education

Educational repositories focused on implementing transformer models from scratch to understand core components and mechanisms. Includes tutorials, explanations, and hands-on implementations of attention, positional encoding, and encoder-decoder structures. Does NOT include pre-trained model usage, applications (translation, BERT fine-tuning), or production frameworks.

26 frameworks

Molecular Structure Prediction

Tools and resources for predicting molecular structures, properties, and interactions using ML—including small-molecule drug discovery, protein folding, molecular docking, and structural bioinformatics. Does NOT include general sequence design, peptide property prediction, or non-structural bioinformatics tasks.

26 frameworks

Text Scanning OCR

Android applications that digitize text from images using OCR and ML Kit technologies. Includes document scanning, text recognition, and image-to-text conversion. Does NOT include general document management, handwriting recognition, or non-mobile OCR solutions.

26 frameworks

AI Interview Coaching

Platforms and simulators for job interview preparation using AI mock interviews, real-time feedback, and interview evaluation. Does NOT include general HR management systems, resume builders as standalone tools, or coding challenge platforms without interview simulation.

26 frameworks

Healthcare Facility Management

Full-stack web applications for managing hospital/clinic operations including patient records, appointment scheduling, staff coordination, and facility workflows. Does NOT include standalone disease prediction tools, telemedicine platforms, or clinical decision support systems without operational management features.

26 frameworks

Airbnb Price Prediction

Machine learning projects for predicting Airbnb rental prices and booking rates using regression/classification models. Does NOT include general real estate valuation, hotel booking systems outside Airbnb, or amenity detection computer vision tasks.

26 frameworks

Bike Sharing Demand Prediction

Machine learning projects for forecasting bike rental/sharing demand using regression, time-series, and ensemble methods. Does NOT include general transportation prediction, travel mode classification, or non-demand urban mobility analysis.

26 frameworks

Emissions Prediction ML

Machine learning projects for predicting CO2/carbon emissions across vehicles, industrial facilities, and geographic regions. Does NOT include general energy forecasting, fuel consumption analysis without emissions focus, or climate impact studies unrelated to direct emission prediction models.

26 frameworks

Functional Language Datasets

Datasets for functional and statically-typed programming languages (Haskell, F*, Frege, Agda, etc.). Does NOT include imperative, dynamically-typed, or general-purpose scripting languages.

26 frameworks

Face Swapping Tools

Tools and applications for swapping faces in images and videos using AI/ML models. Includes real-time face replacement, deepfake creation, and related face manipulation utilities. Does NOT include deepfake detection, face recognition, or general facial attribute editing systems.

25 frameworks

AI eCommerce Platforms

Full-stack e-commerce applications with integrated AI features (recommendations, chatbots, analytics, personalization). Does NOT include standalone recommendation systems, general ML tutorials, or e-commerce frameworks without implemented AI functionality.

25 frameworks

World Models Frameworks

Frameworks, implementations, and benchmarks for building and training world models that learn latent representations of environments for planning and imagination. Does NOT include general video generation, embodied AI applications without world model focus, or individual research papers without accompanying code/framework.

25 frameworks

Genetic Algorithm Scheduling

Applications of genetic algorithms specifically to timetable, course, exam, and class scheduling problems with constraints. Does NOT include genetic algorithms for other optimization problems (traveling salesman, magic squares, lottery prediction, etc.) or general scheduling tools without genetic algorithm implementation.

25 frameworks

Food Image Nutrition

AI tools that analyze food images to identify dishes and extract nutritional information (calories, macros, ingredients). Does NOT include general food delivery apps, recipe databases without image recognition, or nutrition analysis from text/labels alone.

25 frameworks

Emoji Generation ML

Tools and models for generating, classifying, or suggesting emojis using machine learning and NLP techniques. Includes emoji prediction from text, custom emoji creation with GANs/CNNs, and semantic emoji encoding. Does NOT include general emotion recognition or sentiment analysis unless specifically tied to emoji output.

25 frameworks

CS231N Course Assignments

Student solutions and implementations for Stanford's CS231n: Convolutional Neural Networks for Visual Recognition course assignments. Does NOT include general computer vision projects, other Stanford courses, or lecture notes without assignment code.

25 frameworks

Semantic Search Engines

AI-powered search systems that use embeddings, vector databases, and neural models to understand query intent and retrieve semantically relevant results. Does NOT include general web crawlers, indexing systems without semantic understanding, or search applications for single narrow domains (healthcare, tourism, etc.) without general search capabilities.

25 frameworks

Zero Knowledge ML

Tools and frameworks for privacy-preserving machine learning using zero-knowledge proofs, secure enclaves, and cryptographic verification of AI computations. Does NOT include general privacy techniques, differential privacy, or non-cryptographic confidential computing without ZK components.

25 frameworks

Finance Dashboard Frameworks

Full-stack web applications for visualizing and analyzing financial data with interactive dashboards, KPI metrics, and real-time analytics. Does NOT include standalone prediction models, trading algorithms, or general financial data APIs without UI components.

25 frameworks

Traffic Accident Prediction

Machine learning projects for predicting traffic accident severity, causes, and risk factors using classification and time-series models on road safety datasets. Does NOT include general traffic flow prediction, autonomous driving systems, or aviation/maritime accident prediction.

25 frameworks

Flight Fare Prediction

ML projects that predict airline ticket prices using regression models and historical flight data. Does NOT include general price prediction for other domains (rides, hotels, commodities) or flight delay/scheduling prediction.

25 frameworks

Financial Trading ML

ML frameworks, tools, and strategies for algorithmic trading, portfolio optimization, and financial market analysis. Does NOT include general personal finance tracking, expense management, or investment research platforms without trading automation.

24 frameworks

AWS ML Certification

Study materials, exam guides, and training resources for AWS Machine Learning certifications (ML-S, MLS-C01) and Udacity AWS ML Nanodegree programs. Does NOT include general ML frameworks, production ML tools, or non-AWS cloud certifications.

24 frameworks

LIDAR Point Cloud Segmentation

Deep learning models and pipelines for semantic segmentation of 3D LiDAR point clouds across applications like autonomous driving, construction, agriculture, and urban mapping. Does NOT include general point cloud processing, datasets alone, or non-segmentation tasks like place recognition or registration.

24 frameworks

Respiratory Disease Detection

Deep learning models for diagnosing respiratory conditions (COVID-19, COPD, pneumonia, asthma, bronchiectasis) from audio biomarkers like cough sounds, breathing sounds, and lung sounds using spectrograms, MFCCs, and CNN-LSTM architectures. Does NOT include general speech recognition, audio classification for non-medical purposes, or text-based symptom prediction.

24 frameworks

Statistics for Data Science

Educational resources, textbooks, and comprehensive courses on probability, statistics, and statistical methods specifically for data science applications. Includes lecture notes, tutorials, and problem sets. Does NOT include general machine learning algorithms, deep learning frameworks, or discipline-specific statistics (e.g., biostatistics, econometrics).

24 frameworks

MNIST Digit Recognition

Tools and implementations specifically for handwritten digit classification using MNIST dataset. Does NOT include general image classification, other computer vision tasks, or non-MNIST datasets.

24 frameworks

Support Vector Machines

Implementations, tutorials, and applications of Support Vector Machines (SVM) for classification and regression tasks. Does NOT include other classification algorithms, general ML frameworks, or domain-specific prediction projects that merely use SVM as a tool.

24 frameworks

Blood Cell Detection

Deep learning projects for detecting, classifying, and counting blood cells from microscopic images for medical diagnosis. Does NOT include general medical imaging, disease prediction without cell analysis, or non-blood cell microscopy applications.

24 frameworks

Wine Quality Prediction

End-to-end machine learning projects for predicting wine quality from physicochemical properties, including model training, deployment architectures (APIs, web apps, dashboards), and MLOps workflows. Does NOT include general quality prediction for other domains, wine recommendation systems without ML classification, or introductory ML courses.

24 frameworks

Azure AI Certifications

Educational bootcamp materials and learning resources for Microsoft Azure AI certifications (primarily AI-900), including hands-on labs, course projects, and guided exercises. Does NOT include general Azure tutorials, production applications, or non-certification-focused cloud training.

24 frameworks

Commodity Price Forecasting

Machine learning projects for predicting prices of commodities (gold, oil, natural gas) using time series and regression techniques. Does NOT include general financial forecasting, cryptocurrency prediction, or non-commodity assets like stocks or real estate.

24 frameworks

Game AI Solvers

AI agents and algorithms designed to play and solve specific games (2048, puzzle games, etc.) using techniques like expectimax, temporal difference learning, minimax, and reinforcement learning. Does NOT include general game engines, multiplayer game platforms, or non-game applications of ML.

24 frameworks

Constraint Satisfaction Solvers

Implementations of CSP algorithms and solvers for combinatorial puzzles (Sudoku, KenKen, crosswords, graph coloring, etc.). Does NOT include SAT solvers, general optimization frameworks, or puzzle games without explicit CSP modeling.

24 frameworks

Class Imbalance Solutions

Tools and techniques for handling class imbalance in datasets, including resampling methods, algorithms, and evaluation frameworks. Does NOT include general data preprocessing, feature engineering, or domain-specific applications (e.g., fraud detection, disease detection).

23 frameworks

MIT AI Coursework

Course assignments, labs, and lecture materials from MIT's artificial intelligence and machine learning programs (6.034, 6.036, 6.S191, 6.86x, etc.). Does NOT include general ML frameworks, research papers, or non-MIT educational content.

23 frameworks

Table Extraction OCR

Tools for detecting, extracting, and recognizing tables from document images using computer vision and OCR techniques. Does NOT include general document processing, chart/figure extraction, or standalone OCR for unstructured text.

23 frameworks

AI Foundations Coursework

Academic course materials and lecture notes covering foundational AI concepts (logic, computational intelligence, embodied computation, artificial systems evolution). Includes student notes and course resources from university programs. Does NOT include project implementations, specialized domain courses (deep learning, NLP), or non-academic tutorials.

23 frameworks

Fire Smoke Detection

Real-time detection systems for fire and smoke using computer vision and deep learning models (CNN, YOLO, R-CNN) on images, videos, and live feeds. Does NOT include general object detection frameworks, fire prediction/forecasting, or fire suppression systems.

23 frameworks

Unity ML Inference

ML model inference engines and real-time neural network execution frameworks specifically for Unity game engine and XR applications. Does NOT include general ML frameworks, training libraries, or non-Unity game engine integrations.

23 frameworks

RAG Document QA

Tools and systems for building Retrieval-Augmented Generation (RAG) applications that enable question-answering over documents. Includes RAG pipelines, document indexing, vector search integration, and chat interfaces for querying PDFs and knowledge bases. Does NOT include general LLM frameworks, document parsing libraries used outside RAG contexts, or non-RAG chatbot systems.

23 frameworks

GitHub Profile READMEs

GitHub profile README configurations and personal profile setup files. Does NOT include actual ML frameworks, datasets, applications, or educational content—only repositories whose primary purpose is displaying user/organization profile information on GitHub.

23 frameworks

Cricket Match Prediction

Machine learning models that predict IPL/cricket match outcomes, scores, or win probabilities using historical data and real-time match parameters. Does NOT include general cricket analysis, player performance prediction, fantasy sports betting systems, or cricket simulators without predictive ML components.

23 frameworks

E-Prefixed Language Datasets

Programming language datasets for languages beginning with the letter "E" (Epigram, Eiffel, Elm, Euphoria, etc.). Does NOT include languages starting with other letters or general programming language collections organized by other criteria.

23 frameworks

Text Authorship Analysis

Tools and models for analyzing written text to identify authorship, detect stylistic patterns, model topics, and classify writing characteristics. Includes LDA, topic modeling, stylometric analysis, and authorship attribution. Does NOT include general NLP, text classification for non-authorship tasks, or content moderation.

22 frameworks

Particle Swarm Optimization

Implementations and applications of PSO algorithms for optimization tasks. Includes PSO used for feature selection, parameter tuning, function optimization, and neural network training. Does NOT include other metaheuristic algorithms (genetic algorithms, simulated annealing) or general optimization frameworks that don't specifically focus on PSO.

22 frameworks

Random Forest Frameworks

Implementations, extensions, and optimizations of Random Forest algorithms and ensemble tree-based methods. Includes deep forest variants, GPU-accelerated versions, and interpretability tools. Does NOT include general decision tree frameworks, gradient boosting methods, or neural network alternatives unless they directly extend random forests.

22 frameworks

Person Reidentification Datasets

Datasets and tools for person re-identification (ReID) across surveillance cameras, including face recognition, gait recognition, and vehicle ReID. Does NOT include general face detection, facial expression analysis, or anti-spoofing systems.

22 frameworks

Gesture Recognition Games

Interactive web/browser-based games that use computer vision or hand gesture recognition to detect player inputs in real-time gameplay. Does NOT include non-game gesture recognition applications, CLI-based games, or projects focused primarily on model training rather than playable game mechanics.

22 frameworks

Exoplanet Detection ML

Tools and models for detecting, classifying, and characterizing exoplanets from telescope light curve data (Kepler/TESS) using machine learning. Does NOT include general astronomy tools, stellar spectroscopy analysis, or habitability/life probability calculators without exoplanet detection components.

22 frameworks

Reading Comprehension QA

Systems for extracting answers from given context passages using transformer models like BERT. Includes fine-tuning on datasets like SQuAD and building QA applications. Does NOT include question generation, question similarity scoring, or open-domain conversational QA without context.

22 frameworks

Battery Health Prediction

ML frameworks and systems for predicting State of Health (SOH), Remaining Useful Life (RUL), and State of Charge (SOC) of lithium-ion batteries using deep learning and machine learning models. Does NOT include general time-series forecasting, energy grid optimization, or non-battery-specific degradation prediction.

22 frameworks

Visual SLAM Systems

Frameworks and implementations for Simultaneous Localization and Mapping (SLAM) using visual, LiDAR, or inertial sensors. Includes deep learning-based odometry, neural implicit representations, and dense reconstruction methods. Does NOT include general computer vision, autonomous driving perception systems (BEV), or non-SLAM robotics applications.

22 frameworks

State Space Model Architectures

Implementations and applications of Mamba and selective state-space models across modalities (vision, audio, medical imaging, video). Does NOT include general sequence models, transformers, or non-SSM architectures.

22 frameworks

Academic Capstone Projects

Student final year/capstone projects, graduation theses, and course-specific deliverables submitted as academic requirements. Does NOT include professional production systems, open-source frameworks, or tools built for general use beyond their original educational context.

22 frameworks

LinkedIn Content Automation

Tools for automating LinkedIn content creation, posting, and scheduling using AI. Includes post generation, publishing workflows, and engagement automation. Does NOT include general social media management, job scraping, or LinkedIn data analytics dashboards.

22 frameworks

Anime Recommendation Systems

ML projects implementing personalized anime recommendations using collaborative filtering, content-based methods, embeddings, or reinforcement learning. Does NOT include general recommendation systems for other domains, anime streaming platforms without ML focus, or anime datasets without recommendation functionality.

22 frameworks

Prolog Logic Programming

Educational resources, tutorials, exercises, and implementations of Prolog and logic programming for AI problem-solving. Does NOT include other programming languages, general AI frameworks, or non-logic-based AI methodologies.

22 frameworks

Formula 1 Race Prediction

Machine learning projects that predict Formula 1 race outcomes, qualifying positions, and driver performance using historical data and telemetry. Does NOT include general sports prediction tools, non-F1 racing analytics, or datasets without predictive modeling components.

22 frameworks

Parkinson Disease Detection

Machine learning models and applications for diagnosing Parkinson's disease using biomarkers (voice, drawing analysis, gait, motor symptoms). Does NOT include general neurodegenerative disease detection, protein classification, or other neurological conditions like Bell's Palsy.

22 frameworks

Tic-Tac-Toe Game AI

Game implementations of Tic-Tac-Toe with AI opponents using algorithms like Minimax and Alpha-Beta Pruning. Includes classic 3x3 and variant board sizes with adjustable difficulty levels. Does NOT include general game AI frameworks, reinforcement learning approaches, or non-Tic-Tac-Toe games.

22 frameworks

Game AI Education

Educational projects and coursework implementing AI techniques (pathfinding, decision-making, strategy) within game development frameworks. Does NOT include game solver algorithms, AI challenge competitions, or general ML applied to games without educational/learning intent.

22 frameworks

Stroke Risk Prediction

Machine learning projects for predicting stroke occurrence and risk assessment using clinical datasets and patient health metrics. Does NOT include general cardiovascular disease prediction, heart failure prediction, or post-stroke rehabilitation/treatment applications.

22 frameworks

Hardware Description Language Datasets

Programming language datasets for hardware design and digital logic (Verilog, VHDL, SystemVerilog, etc.). Does NOT include general-purpose languages, scripting languages, or EDA tool-specific formats like KiCad/Altium unless they have dedicated HDL components.

22 frameworks

Model Confidence Calibration

Tools and techniques for calibrating neural network confidence scores and probability predictions, including post-hoc methods, metrics, and frameworks. Does NOT include general uncertainty quantification, Bayesian methods, or confidence intervals unrelated to classifier calibration.

21 frameworks

Bird Species Classification

Machine learning projects for identifying and classifying bird species from images, audio, or video feeds. Includes detection, classification, and real-time monitoring applications. Does NOT include general animal classification, ornithological datasets without ML implementation, or non-bird species detection projects.

21 frameworks

Image Auto-Tagging

Tools for automatically assigning tags, keywords, or metadata to images using machine learning and computer vision. Includes applications for photographers, booru platforms, and image management workflows. Does NOT include general image labeling platforms, dataset annotation tools, or image classification without tagging output.

21 frameworks

MCP Server Frameworks

Tools and frameworks for building, deploying, and managing Model Context Protocol (MCP) servers that connect AI assistants to external tools, APIs, and systems. Does NOT include MCP clients, LLM applications, or general AI agent frameworks without MCP-specific infrastructure.

21 frameworks

Workplace Safety Detection

Real-time computer vision systems for detecting Personal Protective Equipment (PPE) compliance, safety hazards, and worker safety violations on construction sites and industrial workplaces using YOLO-based object detection. Does NOT include general object detection frameworks, non-safety-focused helmet/equipment detection, or workplace monitoring systems without real-time detection components.

21 frameworks

Rust Agentic Systems

Tools for building autonomous AI agents and cognitive systems in Rust, including agent orchestration, memory systems, reasoning engines, and runtime environments. Does NOT include general ML libraries, tensor operations, or non-agent-focused frameworks.

21 frameworks

Bank Deposit Prediction

End-to-end ML projects predicting bank term deposit subscriptions and customer campaign responses using classification models. Does NOT include general banking apps, customer churn prediction, or other financial prediction tasks outside deposit/subscription contexts.

21 frameworks

Secure Evoting Systems

Blockchain-based and AI-powered electronic voting platforms with biometric authentication (face recognition, fingerprint) and fraud detection. Does NOT include general election analysis, polling systems, or voting behavior prediction models without blockchain/biometric components.

21 frameworks

Programming Exercise Solutions

Solutions and implementations of coding exercises across multiple programming languages, primarily from Exercism. Includes introductory problems, language fundamentals, and algorithm challenges. Does NOT include tutorials, comprehensive libraries, or production frameworks.

21 frameworks

Compiled Language Datasets

Datasets for compiled and systems programming languages (Nix, Nim, Nemerle, etc.). Does NOT include interpreted scripting languages, markup formats, or configuration file types.

21 frameworks

Topic Modeling Frameworks

Tools and platforms for extracting, clustering, and analyzing topics from text documents and data streams using techniques like LDA, TF-IDF, and entity-based clustering. Does NOT include general NLP libraries, text preprocessing utilities, or document normalization without topic extraction focus.

20 frameworks

Grad-CAM Visualization

Tools and implementations for generating Class Activation Maps (particularly Grad-CAM variants) to visualize and explain neural network predictions across different frameworks and domains. Does NOT include general model interpretability methods (LIME, SHAP), saliency maps beyond CAM-based approaches, or non-visualization explainability techniques.

20 frameworks

CTR Prediction Frameworks

Deep learning frameworks and model collections specifically for Click-Through Rate (CTR) prediction and related tasks like conversion rate estimation. Includes implementations of CTR algorithms (FM, DeepFM, DIN, etc.), recommender system models, and computational advertising tools. Does NOT include general recommendation systems without CTR focus, or prediction tasks unrelated to ad/click modeling.

20 frameworks

Sleep Stage Classification

Machine learning models and toolkits for classifying sleep stages from physiological sensor data (EEG, PPG, EMG, EOG, PSG recordings). Does NOT include general sleep quality prediction, insomnia detection, or lifestyle-based sleep analysis without stage classification.

20 frameworks

MLOps Framework Directories

Curated index repositories and taxonomy lists for MLOps tools, platforms, and workflows. Does NOT include individual MLOps tools, frameworks, or implementations themselves—only meta-resources that catalog and organize other MLOps solutions.

20 frameworks

Weed Detection Classification

Tools for detecting, identifying, and classifying weeds in agricultural settings using computer vision and deep learning. Includes datasets, models, and applications for weed vs. crop distinction. Does NOT include general plant disease detection, pest management beyond weeds, or non-agricultural image classification.

20 frameworks

Minecraft AI Agents

AI-powered agents and bots that autonomously control characters or creatures within Minecraft environments, including NPCs, combat systems, and task execution. Does NOT include general game mods, Minecraft server tools, or AI applied to other games.

20 frameworks

Movie Revenue Prediction

Machine learning projects that predict movie box office revenue, financial success, or profitability using regression, classification, or ensemble methods on film industry datasets. Does NOT include general movie analysis, rating prediction, or entertainment dashboards without a predictive financial component.

20 frameworks

AI Fitness Coaching

Full-stack fitness applications with AI-powered personalized training, form correction, and workout/diet recommendations. Does NOT include fitness tracking-only apps, gym management systems without AI coaching, or general health monitoring tools.

20 frameworks

Malaria Detection Systems

Deep learning and machine learning applications for detecting malaria parasites in blood cell microscopy images. Does NOT include other disease detection systems, general medical imaging tools, or mosquito/vector surveillance platforms.

20 frameworks

Text Tokenization Libraries

Language processing tools that convert text into tokens for NLP and ML models. Includes tokenizers across multiple programming languages and implementations. Does NOT include general text processing, speech tokenization, or vectorization/embedding systems.

20 frameworks

XR AI Applications

Tools and applications integrating AI with extended reality (AR/VR/MR) for real-world use cases like remote assistance, object recognition, spatial computing, and immersive experiences. Does NOT include general AR/VR frameworks, standalone AI models, or non-XR applications.

20 frameworks

Subscription Management Demos

Demo applications and frameworks for building subscription services, billing systems, and recurring payment management. Does NOT include general task automation tools, datasets, or non-subscription-focused workflow management systems.

20 frameworks

AI-Powered Games

Browser-based games and interactive simulations built with AI language models (Grok, Gemini, DeepSeek, Kimi, GLM). Includes puzzle games, life simulations, arcade games, and fitness games. Does NOT include game engines, game development frameworks, or non-AI games.

20 frameworks

Multiagent Soccer Simulation

Frameworks and simulators for soccer/football AI agents in competitive environments, including RoboCup competitions and 2D/3D soccer simulations. Does NOT include general reinforcement learning environments, real-world robotics without soccer context, or non-competitive sports analytics.

19 frameworks

Digital Watermarking ML

ML frameworks and tools for embedding, extracting, and protecting watermarks in digital media (images, videos, proteins). Includes robustness testing and watermark removal/attacks. Does NOT include general image inpainting, object removal, or steganography without watermarking focus.

19 frameworks

Ml Learning Collections

19 frameworks

Parking Space Detection

AI systems for identifying and managing empty/occupied parking spaces using computer vision and deep learning. Includes detection, occupancy prediction, and space management. Does NOT include general vehicle detection, traffic management without parking focus, or license plate recognition systems.

19 frameworks

BERT Model Frameworks

Frameworks, toolkits, and implementations for training, fine-tuning, and extending BERT and BERT-variant models across different languages and domains. Does NOT include applications that use pre-trained BERT models (like search or classification tasks) or non-BERT transformer architectures.

19 frameworks

Insurance Pricing Frameworks

End-to-end ML frameworks for actuarial insurance pricing, including severity/frequency modeling, causal inference, deployment pipelines, and regulatory validation. Does NOT include general insurance prediction tasks, cross-sell analytics, or telematics/claims processing (those are separate domains).

19 frameworks

YouTube Comment Sentiment

Tools and projects for analyzing sentiment, emotions, and hate speech in YouTube comments using NLP and machine learning. Does NOT include general sentiment analysis on other platforms, YouTube video metadata analysis, or comment scraping without analysis components.

19 frameworks

Marine Ecosystem AI

AI applications for ocean conservation, fisheries management, and underwater ecosystem monitoring. Does NOT include general environmental monitoring, climate modeling, or non-aquatic biological applications.

18 frameworks

Dimensionality Reduction Techniques

Implementations and tutorials of linear and non-linear dimensionality reduction algorithms (PCA, LDA, SVD, autoencoders, etc.) applied to datasets and images. Does NOT include general feature engineering, feature selection, or domain-specific applications that merely use dimensionality reduction as a preprocessing step.

18 frameworks

Kotlin ML Frameworks

Kotlin-native and Kotlin multiplatform machine learning libraries, frameworks, and SDKs for building AI models and applications. Does NOT include API clients for external LLM services, Java-only libraries, or language bindings to Python frameworks.

18 frameworks

Personality Trait Prediction

Tools and applications that predict personality types and traits (Big Five, introvert/extrovert classifications, etc.) from text, speech, video, or behavioral data using ML/NLP models. Does NOT include general sentiment analysis, resume screening, or mental health diagnostic tools without explicit personality trait prediction focus.

18 frameworks

PoseNet Pose Detection

Browser-based and real-time human pose estimation implementations using PoseNet, MediaPipe, and related models for keypoint detection and skeleton tracking. Does NOT include hand-only pose estimation, general computer vision projects, or fitness applications that don't focus on pose estimation as the core technology.

18 frameworks

Chrome Dino Game AI

AI implementations trained to play the Chrome dinosaur game using techniques like neuroevolution, genetic algorithms, and reinforcement learning. Does NOT include other game-playing AI, general game development, or non-dinosaur game projects.

18 frameworks

K-Nearest Neighbors

Implementations and tutorials of the k-NN classification algorithm across various programming languages. Does NOT include other machine learning algorithms, broader classification frameworks, or applications that use k-NN as one of many methods.

18 frameworks

Stress Detection ML

Machine learning systems that detect, predict, or classify human stress states from physiological signals (ECG, PPG, GSR), speech/audio, text, or behavioral data. Does NOT include general mental health chatbots, anxiety management apps without ML prediction, or non-stress health condition detection.

18 frameworks

Kolmogorov Arnold Networks

Implementations, variants, and applications of Kolmogorov-Arnold Networks (KAN) architectures and their hybrids with other neural network components. Does NOT include general neural network frameworks, non-KAN activation functions, or unrelated domain-specific applications that merely use KAN as a black-box tool.

17 frameworks

Color Prediction ML

ML tools for predicting, generating, and analyzing colors based on input data (backgrounds, songs, images, etc.). Includes contrast detection and color accessibility. Does NOT include general image processing, palette extraction without ML, or CSS/design tools without predictive models.

17 frameworks

Protein Structure Prediction

Tools for predicting 3D protein structures and complexes from sequences, including AlphaFold variants and related deep learning architectures. Does NOT include protein design/generation, molecular docking, or property prediction without structural output.

17 frameworks

NLP Resource Collections

Curated lists, datasets, and reference materials for Natural Language Processing across languages and domains. Does NOT include implementations of NLP models, tutorials, or frameworks—only aggregated resources and paper collections.

17 frameworks

ComfyUI Node Extensions

Specialized node plugins and wrappers that extend ComfyUI's functionality for specific tasks (3D processing, face restoration, segmentation, video enhancement, etc.). Does NOT include general ComfyUI tutorials, alternative UI frameworks, or standalone ML tools without ComfyUI integration.

17 frameworks

Transformer Sentiment Analysis

Tools for sentiment classification using transformer-based models (BERT, DistilBERT, RuBERT, etc.) with focus on fine-tuning, benchmarking, and comparing modern NLP architectures. Does NOT include classical ML approaches (TF-IDF + Logistic Regression alone), general NLP pipelines, or domain-specific sentiment systems already covered by sibling categories.

17 frameworks

Road Accident Detection

Real-time systems for detecting vehicle accidents on roads using computer vision and deep learning, typically from video/CCTV footage, with automated alert and notification capabilities. Does NOT include general vehicle detection, traffic prediction, or non-accident road monitoring systems.

17 frameworks

Self-Organizing Maps

Implementations of Self-Organizing Maps (SOM) and Kohonen networks across various programming languages and frameworks. Does NOT include other clustering algorithms, neural network libraries, or dimensionality reduction techniques unrelated to SOM/Kohonen architecture.

16 frameworks

Pokémon Battle AI

Reinforcement learning frameworks and battle simulation environments for Pokémon competitive gameplay. Does NOT include general game AI, Pokémon data analysis projects, or non-battle game mechanics.

16 frameworks

Model Zoos

Collections of pre-trained, ready-to-use deep learning models organized by framework or domain. Does NOT include model training frameworks, architecture implementations from scratch, or papers/theory resources.

16 frameworks

ML Course Notes

Comprehensive lecture notes, problem sets, and solutions from university-level machine learning courses (primarily Stanford CS229). Includes student notes, cheatsheets, and course materials. Does NOT include standalone ML tutorials, textbooks, algorithm implementations without course context, or courses in specialized subfields like deep learning or AI.

16 frameworks

Crack Detection Segmentation

Deep learning and computer vision tools for detecting, segmenting, and classifying cracks in infrastructure (concrete, roads, surfaces) and materials. Does NOT include general object detection frameworks, medical crack/fracture analysis, or non-crack defect detection systems.

16 frameworks

Ecommerce Product Matching

Tools and systems for matching, classifying, or recommending products using image similarity, visual features, or deep learning models. Includes product matching across catalogs, visual search, and product categorization. Does NOT include general image classification, beverage/recipe recommendation apps, or hairstyle suggestion systems.

16 frameworks

Taxi Fare Prediction

End-to-end ML projects predicting taxi and ride-hailing fares using regression, time-series, or deep learning models on urban transportation datasets. Does NOT include general demand forecasting, anomaly detection, or non-transportation pricing prediction projects.

16 frameworks

Survival Analysis ML

Machine learning frameworks and libraries for survival analysis, time-to-event prediction, and censored data modeling. Does NOT include general predictive modeling, clinical trial design tools, or epidemiological software without ML components.

15 frameworks

AI Generated Image Detection

Tools and models for detecting AI-generated or synthetic images versus authentic photographs. Includes classifiers using deep learning (CNNs, ResNets), forensic features (ELA, PRNU, FFT), and deployed applications. Does NOT include general image classification, deepfake video detection, or other synthetic media beyond still images.

15 frameworks

Mental Health Chatbots

AI chatbot and conversational systems designed specifically for mental health support, emotional assistance, and crisis intervention. Does NOT include general-purpose chatbots, mental health risk detection models, or clinical diagnostic systems without a conversational interface.

15 frameworks

Wumpus World Simulators

Educational grid-based agent simulation environments, primarily implementations of the classic Wumpus World problem from AI textbooks. Includes agent logic, world mechanics, and game interfaces across various programming languages. Does NOT include general reinforcement learning frameworks, text-based adventure games, or non-grid-based game AI.

15 frameworks

Student Dropout Prediction

Machine learning projects specifically focused on predicting student dropout risk using classification models on educational datasets. Does NOT include general student performance prediction, retention strategies without ML predictions, or other education-related ML applications like course recommendation or academic success prediction.

15 frameworks

Classic Puzzle Solvers

Educational implementations of constraint satisfaction and search algorithm solutions to classic computational puzzles (N-Queens, Knights Tour, etc.). Does NOT include general algorithm tutorials, game AI, or optimization frameworks without a specific puzzle focus.

15 frameworks

Optimal Transport ML

PyTorch implementations of optimal transport theory and algorithms, including neural optimal transport, Wasserstein distances, barycenters, and gradient flows. Does NOT include general deep learning frameworks, transportation logistics, or non-optimal-transport mathematical optimization methods.

14 frameworks

StarCraft AI Frameworks

APIs, frameworks, and bots for building AI agents that play StarCraft (I and II). Includes game clients, multi-agent research environments, and competition-focused bot development. Does NOT include general game AI, strategy prediction tools, or non-StarCraft RTS games.

14 frameworks

Data Science Bootcamp Portfolios

14 frameworks

JavaScript Perceptron Visualizations

Interactive browser-based implementations and educational visualizations of perceptron neural networks in JavaScript. Does NOT include multi-layer neural networks, general ML frameworks, or non-visual perceptron libraries.

14 frameworks

Lyric Generation AI

Tools and models for generating song lyrics using machine learning, including datasets, LSTM/transformer-based generators, and lyric synthesis systems. Does NOT include lyric classification, retrieval, alignment, or audio processing tasks.

14 frameworks

Autism Spectrum Detection

Machine learning projects for detecting and diagnosing Autism Spectrum Disorder using behavioral data, screening questionnaires, biometric signals (speech, eye-tracking, facial images), and neuroimaging. Does NOT include general disability support systems, mental health chatbots, or non-diagnostic autism support applications.

14 frameworks

Email Spam Classification

Machine learning projects for detecting and filtering spam emails using classification algorithms. Does NOT include general email management, anti-spam infrastructure, or datasets without active classification model implementations.

14 frameworks

Vehicle Classification Models

Deep learning and machine learning models for classifying vehicle types, makes, and models from images. Does NOT include vehicle detection, tracking, damage assessment, or general object detection systems.

14 frameworks

Currency Note Recognition

Mobile and web applications for identifying, classifying, and authenticating physical currency notes (banknotes) using computer vision and deep learning. Includes real/fake detection, denomination classification, and accessibility tools for visually impaired users. Does NOT include coin detection, general object recognition, or non-currency financial fraud detection systems.

14 frameworks

Remote Sensing Change Detection

Tools and frameworks for detecting changes in satellite/aerial imagery across time using deep learning and traditional methods. Includes multi-temporal analysis, building damage assessment, and semantic change detection in remote sensing. Does NOT include general video scene detection, change captioning, or non-geospatial temporal analysis.

13 frameworks

Gaming Aim Assistance

AI-powered aiming tools and aim trainers for competitive video games, including aim bots, aim aligners, and trigger bots. Does NOT include general game cheating tools, game stat trackers, skin customizers, or anti-cheat systems.

13 frameworks

Behavioral Biometric Authentication

ML systems that authenticate users based on behavioral patterns (keystroke dynamics, mouse movement, gait, etc.) through sensor data or interaction telemetry. Does NOT include fingerprint/facial recognition, general user identification systems, or encryption tools without behavioral authentication components.

13 frameworks

Signature Verification ML

Machine learning systems for authenticating handwritten signatures through feature extraction and deep learning classification. Does NOT include digital document signing, PDF security, or general document authentication systems.

13 frameworks

Fall Detection Systems

AI systems for detecting human falls in real-time using computer vision, pose estimation, or wearable sensors. Does NOT include general human activity recognition, activity classification, or non-fall-specific pose estimation applications.

13 frameworks

Hand Gesture Control

Applications that detect hand and eye gestures to control external systems (streaming platforms, games, AR experiences). Does NOT include general hand detection libraries, sign language recognition, or pose estimation frameworks.

13 frameworks

Rule-Based Expert Systems

Expert systems that use explicit rules, knowledge bases, and inference engines to make decisions in specific domains. Includes Prolog-based systems, forward/backward chaining implementations, and domain-specific advisory systems. Does NOT include machine learning-based classification, neural networks, or general-purpose AI frameworks.

13 frameworks

Pothole Detection Systems

AI-powered systems for detecting, reporting, and managing road potholes and pavement damage using computer vision and YOLO models. Does NOT include general road damage detection unrelated to potholes, lane detection, or broader infrastructure monitoring without pothole focus.

13 frameworks

Vacuum Cleaner Agents

Educational implementations of autonomous vacuum cleaning agents using AI algorithms and reflex/reactive agent patterns. Does NOT include general robotics, path-finding algorithms applied to non-cleaning domains, or production cleaning robot systems.

13 frameworks

Text-to-Speech Frameworks

End-to-end TTS architectures, models, and toolkits for synthesizing speech from text. Includes transformer-based, diffusion-based, and flow-matching approaches with various duration modeling techniques. Does NOT include voice cloning, speech recognition, speech evaluation metrics, or TTS paper collections.

12 frameworks

MediaPipe Implementations

Projects and libraries that implement, extend, or integrate Google's MediaPipe framework for real-time perception tasks (hand tracking, pose estimation, face detection, etc.). Does NOT include general computer vision frameworks, ML model implementations without MediaPipe integration, or non-real-time video processing tools.

12 frameworks

Gaussian Splatting Rendering

Tools and implementations for 3D Gaussian Splatting techniques, including training frameworks, optimization variants, and view synthesis applications. Does NOT include general 3D rendering engines, NeRF methods, or non-splatting-based radiance field approaches.

12 frameworks

Browser Neural Networks

JavaScript neural network libraries and educational demos that run machine learning models directly in the browser or Node.js environments. Does NOT include server-side ML frameworks, Python-based implementations, or application-specific ML projects (prediction tasks, classification demos, etc.).

12 frameworks

Vehicle Damage Detection

AI systems for automated detection, classification, and assessment of vehicle/car damage from images using computer vision models (YOLO, Mask R-CNN, CNN). Does NOT include general object detection frameworks, road/infrastructure damage detection, or package/container damage detection.

12 frameworks

Rust Reinforcement Learning

Reinforcement learning frameworks, libraries, and implementations specifically written in Rust. Includes Q-learning, policy gradient methods, deep RL algorithms, and RL environments. Does NOT include RL implementations in other languages, general Rust ML frameworks, or non-RL Rust tools.

12 frameworks

Poultry Disease Detection

Tools and applications for diagnosing diseases in chickens and poultry through image analysis (primarily fecal matter, bruises, or behavioral patterns) using deep learning and computer vision. Does NOT include general livestock management, non-disease poultry classification (gender, weight estimation), or animal behavior analysis unrelated to disease diagnosis.

12 frameworks

Tablut Game AI

Student implementations of AI agents that play the ancient Scandinavian board game Tablut using game-playing algorithms (minimax, alpha-beta pruning, etc.). Does NOT include other board games, general game AI frameworks, or non-Tablut game implementations.

12 frameworks

Sudoku Puzzle Solvers

Applications that solve Sudoku puzzles using computer vision (image/digit recognition) and/or neural networks, typically combining OpenCV, CNN, or constraint-solving algorithms. Does NOT include general puzzle solvers, constraint satisfaction frameworks, or graph neural networks applied to non-Sudoku problems.

12 frameworks

ANN Churn Prediction

End-to-end projects predicting customer churn using Artificial Neural Networks, including data preprocessing, model training, evaluation, and deployment. Does NOT include general churn prediction with other ML algorithms, non-churn classification tasks, or ANN tutorials without a complete churn use-case.

12 frameworks

ML Project Templates

Cookiecutter templates and starter project scaffolds for initializing machine learning, data science, and MLOps projects with standardized directory structures. Does NOT include framework documentation, individual model implementations, or general-purpose Python project templates without ML focus.

11 frameworks

CS224N Course Assignments

Course assignment solutions and lecture materials from Stanford's CS224N Natural Language Processing with Deep Learning class. Does NOT include general NLP tutorials, other Stanford courses, or non-assignment-based NLP resources.

11 frameworks

Robotic Grasp Synthesis

ML frameworks and tools for detecting, predicting, and generating robotic grasps from visual or point cloud data. Includes grasp detection networks, grasp pose synthesis, and integration with robot control systems. Does NOT include general robotic manipulation, motion planning, or non-grasp-specific robot learning.

11 frameworks

Bone Fracture Detection

ML projects and applications for detecting bone fractures in X-ray images using computer vision models (YOLO, DETR, ResNet, etc.). Does NOT include general medical imaging, other fracture types beyond bone, or non-fracture anomaly detection in X-rays.

11 frameworks

MLOps Zoomcamp Cohorts

Student repositories, course notes, and project solutions from DataTalks.Club's MLOps and Machine Learning Zoomcamp programs across different cohorts. Does NOT include other ML courses, standalone MLOps tools, or frameworks unrelated to this specific bootcamp curriculum.

10 frameworks

Video Frame Interpolation

Deep learning models and implementations for synthesizing intermediate frames in videos to increase frame rates or slow motion effects. Does NOT include general video processing, super-resolution, or deblurring unless frame interpolation is the primary focus.

10 frameworks

Pytorch Nlp Templates

10 frameworks

Institutional ML Training

Training programs, courses, and curricula on ML/AI/Data Science conducted at educational institutions, polytechnics, universities, and government organizations. Does NOT include individual student assignments, competition solutions, or self-paced tutorials.

10 frameworks

Geophysical Log Prediction

Machine learning projects for predicting subsurface rock and mineral properties from well logs and sonar signals in oil/gas and geoscience applications. Does NOT include general classification tasks, non-geophysical domains, or projects without explicit log/sonar data components.

10 frameworks

Word Puzzle Solvers

AI systems and solvers for word-based games and puzzles (Wordle, crosswords, anagrams). Includes game-playing agents using search, heuristics, and reinforcement learning. Does NOT include general NLP, text generation, or non-puzzle word games.

10 frameworks

Generative Ai Education

9 frameworks

Ai Learning Collections

9 frameworks

Lip Reading Synthesis

Tools for reading lip movements from video and generating corresponding speech or text, plus systems for syncing audio with lip movements in video. Does NOT include general speech recognition, text-to-speech without visual input, or facial recognition beyond mouth/lip analysis.

9 frameworks

Data Mining Coursework

9 frameworks

NumPy Fundamentals

Educational resources and tutorials focused on NumPy array operations, manipulation, and core concepts for scientific computing. Does NOT include broader data science libraries (Pandas, SciPy, Matplotlib) or applied ML frameworks.

8 frameworks

Drug Effectiveness Prediction

ML projects for predicting drug effectiveness, dosing, side effects, and suitability for patients using clinical data and patient reviews. Does NOT include general pharmaceutical research, drug discovery, chemical compound analysis, or clinical trial design.

8 frameworks

Speech Recognition Datasets

Multilingual audio corpora for training speech recognition, synthesis, and conversational AI models. Does NOT include general audio processing tools, music datasets, or non-speech audio collections.

8 frameworks

Java Sentiment Analysis

Tools for sentiment classification and opinion mining implemented in Java or Android, using NLP libraries and machine learning algorithms. Does NOT include sentiment analysis in other languages, aspect-based extraction, or general NLP frameworks.

8 frameworks

Multimodal Vision Language Models

8 frameworks

Voice Controlled News Apps

AI-powered news applications with voice command interfaces and audio narration capabilities. Does NOT include general voice assistants, speech recognition SDKs, or news aggregators without voice interaction features.

8 frameworks

Game Solver AI

AI implementations that solve specific puzzle or game mechanics through machine learning or algorithmic approaches. Includes game-playing agents, puzzle solvers, and strategy optimization for defined rule-based games. Does NOT include general game development frameworks, game engines, or AI for open-world/complex interactive environments.

8 frameworks

Wearable Health Monitoring

Tools for real-time health tracking and disease detection via mobile apps and wearable devices, integrating biometric data collection with ML-based predictions. Does NOT include web-only platforms, general fitness apps without clinical predictions, or privacy/policy analysis tools.

8 frameworks

Professional Credential Portfolios

Personal repositories showcasing completed certifications, course achievements, and learning credentials. Does NOT include course materials, assignment solutions, or certification preparation resources.

8 frameworks

Fitness Tracker MVPs

Minimal viable product implementations of fitness tracking applications with social sharing features. Does NOT include AI coaching systems, health datasets, or general wellness platforms.

7 frameworks

Llm Learning Resources

7 frameworks

Nlp Education Courses

7 frameworks

Llm Research Curation

7 frameworks

Udacity Nanodegree Projects

Student project solutions and coursework from Udacity's Artificial Intelligence Nanodegree program. Does NOT include general educational resources, other Udacity courses, or standalone AI implementations not tied to this specific nanodegree curriculum.

7 frameworks

Lottery Number Prediction

Machine learning projects that predict lottery outcomes using neural networks, statistical models, or ensemble methods. Does NOT include lottery ticket hypothesis (neural network pruning), data tracking apps, or general gambling/betting tools unrelated to number forecasting.

7 frameworks

Sokoban Puzzle Solvers

AI implementations solving the Sokoban puzzle game using search algorithms (A*, BFS, DFS, UCS) and heuristics (Manhattan distance, deadlock detection). Does NOT include general game AI, pathfinding for other games, or non-Sokoban puzzle solvers.

7 frameworks

Academic AI Coursework

University-level artificial intelligence course projects and assignments from computer science programs. Includes student implementations of AI algorithms, theory exercises, and practical assignments. Does NOT include professional ML frameworks, production systems, or general educational resources outside formal coursework contexts.

7 frameworks

Shakespeare Text Generation

Neural network models and applications that generate Shakespearean or classical poetic text in specific literary styles. Includes LSTM, RNN, and Transformer implementations trained on historical literature. Does NOT include general poetry generation, non-Shakespearean verse, or broader creative writing systems.

7 frameworks

Computer Vision Proxias

Google Colab/Jupyter notebooks for building specialized computer vision models (object detection, pose estimation, face recognition, emotion recognition, object masking). Does NOT include general ML frameworks, non-vision AI tasks, or unrelated toolkits like procedural generation or telemetry simulators.

6 frameworks

Tensorflow Developer Certification

6 frameworks

Speech Ai Coursework

5 frameworks

Ai Literacy Education

4 frameworks

Ai Stock Analysis

4 frameworks

Llm Cuda Optimization

4 frameworks

Charity Donor Prediction

Machine learning projects for predicting charitable donation likelihood and funding success using supervised learning and neural networks on donor/applicant datasets. Does NOT include general classification tutorials, other non-profit applications, or datasets without a charitable donation/funding context.

4 frameworks

Nlp Paper Repositories

4 frameworks

Discord Bot Development

Tools and frameworks for building Discord bots with various functionalities (music, games, moderation, tracking, utilities). Does NOT include general chatbot frameworks, non-Discord automation tools, or bot hosting/deployment platforms.

4 frameworks

Robotics Control Optimization

3 frameworks

Llm Data Labeling

3 frameworks

Ai Application Frameworks

3 frameworks

Evaluation Frameworks Metrics

3 frameworks

Nano Gpt Variants

3 frameworks

Llm Knowledge Distillation

3 frameworks

Llm Implementation Tutorials

3 frameworks

Single-Layer Perceptron

Educational implementations of basic perceptron algorithms for binary classification tasks. Includes simple feedforward networks with one neuron or single hidden layer. Does NOT include deep neural networks, multilayer perceptrons with 3+ layers, or advanced architectures like CNNs or transformers.

3 frameworks

Code Model Training

3 frameworks

Time Series Forecasting Transformers

3 frameworks

University AI Coursework

Student projects and assignments from academic artificial intelligence courses at universities (FEUP, IST, ISEL, UNAM, UAM, etc.). Does NOT include industry ML frameworks, production tools, or standalone research papers.

3 frameworks

Fitness Tracking Apps

Web and mobile applications for tracking fitness activities, workouts, and health metrics with user feedback mechanisms. Does NOT include fitness datasets, wearable device integrations, or general health/medical analysis tools.

3 frameworks

Llm Recommendation Systems

2 frameworks

Clinical Code Embeddings

2 frameworks

Autonomous Agent Frameworks

2 frameworks

Llm Interview Preparation

2 frameworks

Domain Specific Benchmarks

2 frameworks

Defect Detection Quality Forensics

2 frameworks

Mixture Of Experts Llms

2 frameworks

Generative Ai Projects

2 frameworks

Voice Ai Learning Collections

2 frameworks

Llm Inference Engines

2 frameworks

Computer Vision Learning

2 frameworks

Llm Quantization Techniques

2 frameworks

Agentic Ai Education

2 frameworks

Instruction Tuning Datasets

2 frameworks

Graph Neural Networks Nlp

2 frameworks

Financial News Sentiment

2 frameworks

Agentic Ai Frameworks

2 frameworks

Apple Silicon Llm Inference

2 frameworks

WebGL 3D Showcases

Interactive 3D product demos and landing pages built with WebGL/Three.js for visualizing SaaS products, portfolios, and experiences. Does NOT include general 3D modeling tools, game engines, or non-web-based 3D applications.

2 frameworks

Embedding Model Tuning

1 frameworks

Workflow Automation Platforms

1 frameworks

Knowledge Distillation Compression

1 frameworks

Generative Ai Learning

1 frameworks

Flow Matching Models

1 frameworks

Prompt Engineering Techniques

1 frameworks

Ai Engineering Fundamentals

1 frameworks

Healthcare Ai Diagnostics

1 frameworks

Disk Imaging Tools

1 frameworks

Ai Agent Directories

1 frameworks

Ai Security Training Labs

1 frameworks

Llm Thesis Research

1 frameworks

Clinical Llm Tools

1 frameworks

Ios Nlp Frameworks

1 frameworks

Financial Return Prediction

1 frameworks

Compositional Reasoning Embeddings

1 frameworks

Llm Observability Platforms

1 frameworks

Bias Measurement Evaluation

1 frameworks

Rust Nlp Bindings

1 frameworks

Agent Sdk Ecosystems

1 frameworks

Llm Inference Serving

1 frameworks

Chinese Llm Api Integration

1 frameworks

Stanford Nlp Coursework

1 frameworks

Memory Networks Qa

1 frameworks

Android Voice Assistants

1 frameworks

Protein Design Llms

1 frameworks

Gpt Multilingual Training

1 frameworks

Product Categorization

1 frameworks

Ai Coding Assistants

1 frameworks

Academic Course Projects

1 frameworks

Llm Reasoning Research

1 frameworks

Graph Node Embeddings

1 frameworks

Mathematical Reasoning Transformers

1 frameworks

Nlp Specialization Coursework

1 frameworks

Huggingface Learning Resources

1 frameworks

Vision Transformer Implementations

1 frameworks

Math Reasoning Datasets

1 frameworks

Data Pipeline Frameworks

1 frameworks

3D Vision Transformers

1 frameworks

Diffusion Sampling Inference

1 frameworks

Langchain Application Development

1 frameworks

Nlp Dataset Collections

1 frameworks

Portuguese Nlp Tools

1 frameworks

Diffusion Deployment Serving

1 frameworks

Rlhf Alignment Training

1 frameworks

Internship Project Portfolios

1 frameworks

Kv Cache Optimization

1 frameworks

Ecommerce Ai Assistants

1 frameworks