Learning Path Roadmaps ML Frameworks
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.
There are 80 learning path roadmaps frameworks tracked. 5 score above 50 (established tier). The highest-rated is loganthorneloe/ml-roadmap at 56/100 with 1,250 stars. 2 of the top 10 are actively maintained.
Get all 80 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=learning-path-roadmaps&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Framework | Score | Tier |
|---|---|---|---|
| 1 |
loganthorneloe/ml-roadmap
The simplest, most straightforward way to learn ML for free. |
|
Established |
| 2 |
aadi1011/AI-ML-Roadmap-from-scratch
Become skilled in Artificial Intelligence, Machine Learning, Generative AI,... |
|
Established |
| 3 |
mohitmishra786/amILearningEnough
Low-Level Programming Roadmap and Resources |
|
Established |
| 4 |
kimtth/software-architect-mindmap
🧠Mindmap of 🗺️Software Architecture, Software engineering: An Overview of... |
|
Established |
| 5 |
shanmukh05/Machine-Learning-Roadmap
A roadmap for getting started with Machine Learning |
|
Established |
| 6 |
graykode/nlp-roadmap
ROADMAP(Mind Map) and KEYWORD for students those who have interest in learning NLP |
|
Emerging |
| 7 |
mrdbourke/machine-learning-roadmap
A roadmap connecting many of the most important concepts in machine... |
|
Emerging |
| 8 |
instillai/deep-learning-roadmap
:satellite: All You Need to Know About Deep Learning - A kick-starter |
|
Emerging |
| 9 |
armankhondker/awesome-ai-ml-resources
Learn AI/ML for beginners with a roadmap and free resources. |
|
Emerging |
| 10 |
AMAI-GmbH/AI-Expert-Roadmap
Roadmap to becoming an Artificial Intelligence Expert in 2022 |
|
Emerging |
| 11 |
Bhavik-Jikadara/ai-ml-roadmap
Welcome to the ultimate guide for starting your journey in Artificial... |
|
Emerging |
| 12 |
rashakil-ds/Roadmap-Docs
Best Data Science, Data Analytics, AI, and SDE roadmaps. This repository is... |
|
Emerging |
| 13 |
astorfi/Deep-Learning-Roadmap
:satellite: Organized Resources for Deep Learning Researchers and Developers |
|
Emerging |
| 14 |
jasmcaus/ai-math-roadmap
Your no-nonsense guide to the Math used in Artificial Intelligence |
|
Emerging |
| 15 |
rmcmillan34/algorithmic-trading-learning-roadmap
A comprehensive learning roadmap for mastering the core disciplines... |
|
Emerging |
| 16 |
JsonChao/ML-Roadmap
:robot: Roadmap to becoming a Machine Learning developer in 2020 |
|
Emerging |
| 17 |
floodsung/Deep-Learning-Papers-Reading-Roadmap
Deep Learning papers reading roadmap for anyone who are eager to learn this... |
|
Emerging |
| 18 |
ahmedbahaaeldin/From-0-to-Research-Scientist-resources-guide
Detailed and tailored guide for undergraduate students or anybody want to... |
|
Emerging |
| 19 |
ErdemOzgen/Python-developer-roadmap
Roadmap for becoming Python developer. |
|
Emerging |
| 20 |
farukalamai/advanced-machine-learning-engineer-roadmap-2024
A Full Stack ML (Machine Learning) Roadmap involves learning the necessary... |
|
Emerging |
| 21 |
cybergeekgyan/Zero-to-AI-Engineer-Roadmap-and-Resources
A comprehensive roadmap and curated resources for aspiring AI Engineers,... |
|
Emerging |
| 22 |
Devanik21/machine-learning-from-scratch-Zero-to-Hero-ML-Roadmap
The Ultimate Machine Learning Roadmap: From Scratch to Production. 📚... |
|
Emerging |
| 23 |
raycad/devops-roadmap
DevOps methodology & roadmap for a devops developer in 2019. Interesting... |
|
Emerging |
| 24 |
CodeRayZhang/Deep-Learning-Papers-Reading-Roadmap
深度学习论文阅读路线图 |
|
Emerging |
| 25 |
joaopaulolndev/my-data-scientist-roadmap
Description about my roadmap to become Data Scientist and Engineer Machine Learning |
|
Emerging |
| 26 |
Rudra-G-23/Data-Science-Roadmap
This repository documents all my learning, projects, and resources collected... |
|
Emerging |
| 27 |
AdilShamim8/ML-Roadmap-and-Notes
A carefully curated collection of machine learning notes, resources,... |
|
Emerging |
| 28 |
gopala-kr/ai-learning-roadmap
List of all AI related learning materials and practical tools to get started... |
|
Emerging |
| 29 |
AlicanKaya192/Data-Science-RoadMap
İstatistikten Makine Öğrenmesine kadar uzanan süreçte Veri Bilimi... |
|
Emerging |
| 30 |
AICyberShubham/ai-security-engineer-roadmap
Complete roadmap to become an AI Security Engineer from zero to advanced —... |
|
Emerging |
| 31 |
amusi/AI-Job-Resume
AI 算法岗简历模板 |
|
Emerging |
| 32 |
atharvjairath/Resources-for-python
Hi, This is my open-sourced roadmap/resource guide for Python. Please Feel... |
|
Emerging |
| 33 |
COPS-IITBHU/AI-roadmap
A beginner's roadmap to getting started in Machine Learning, by COPS IIT(BHU). |
|
Emerging |
| 34 |
leadthefuture/ML-and-DataScience-preparation
RoadMap and preparation material for Machine Learning and Data Science -... |
|
Emerging |
| 35 |
cody328/path-to-fullstack-to-iot-engineer-handbook
🚀Ultimate guide for transforming from a Fullstack Developer to an IoT Engineer! |
|
Emerging |
| 36 |
FardinHash/Machine-Learning-Roadmap
Welcome to the Machine Learning Roadmap! This comprehensive guide will take... |
|
Experimental |
| 37 |
Pandeycoder/AI-Engineer-Roadmap-2025
AI Engineer Roadmap 2025 – Learn AI, ML, Deep Learning, MLOps, and Big Data... |
|
Experimental |
| 38 |
armankhondker/awesome-ai-ml-roadmap
Roadmap for learning AI/ML in 2025. |
|
Experimental |
| 39 |
EngrSaad2/Artificial-Intelligence-Engineer-Roadmap
A Roadmap to Becoming an AI Engineer, artificial intelligence (AI),... |
|
Experimental |
| 40 |
Devparihar5/Complete-Data-Science-Roadmap
Complete Roadmap For Data Science |
|
Experimental |
| 41 |
bnutfilloyev/Data-Science
🧩 | Data Science Roadmap (Python) Python → Data Science → Machine Learning →... |
|
Experimental |
| 42 |
mahmoudxyz/ai-roadmap-journey-brick-by-brick
Building artificial intelligence mastery one brick at a time, constructing... |
|
Experimental |
| 43 |
isLinXu/awesome-road-map
🗺️awesome-road-map🗺️ |
|
Experimental |
| 44 |
marcoshsq/Data_Science_Roadmap
A curated list of free courses from reputable universities that meet the... |
|
Experimental |
| 45 |
rembertdesigns/Machine-Learning-AI-Library
Curated machine learning and AI roadmap—free, open-access resources spanning... |
|
Experimental |
| 46 |
zede2314/Tech-World-Roadmaps
🌍 Explore structured roadmaps to master tech skills and advance your career... |
|
Experimental |
| 47 |
rohanmistry231/Tech-World-Roadmaps
Your ultimate guide to mastering tech in 2025! This repo offers structured... |
|
Experimental |
| 48 |
rudra496/devroadmaps
🗺️ Free open-source developer roadmaps — 17 paths, 800+ topics, 1700+... |
|
Experimental |
| 49 |
barzansaeedpour/machine-learning-roadmap-with-examples
This repository contains a roadmap with examples for machine learning,... |
|
Experimental |
| 50 |
mhmdkardosha/CAT-Reloaded-2025-Data-Science-Roadmap
Roadmap for Data Science circle associated with CAT Reloaded. |
|
Experimental |
| 51 |
cksajil/ML-Roadmap-Malayalam
A set of self study notes in my own style for anyone to upskill themselves... |
|
Experimental |
| 52 |
Ahmet-Ruchan/ML-Engineer-RoadMap
🚀 A comprehensive roadmap to become an expert ML Engineer, AI Engineer, Data... |
|
Experimental |
| 53 |
shumbul/AI
Become an AI Engineer 🚀 |
|
Experimental |
| 54 |
ArianAmani/DL-RoadMap
A Road Map To Deep Learning |
|
Experimental |
| 55 |
AdArya125/Primer-to-Machine-Learning
'Primer to Machine Learning' is a comprehensive guide covering essential... |
|
Experimental |
| 56 |
sarinanemati/90-days-of-AI---A-Beginner-s-Roadmap
Use this repository to ease your AI learning journey! Full of youtube... |
|
Experimental |
| 57 |
thenomaniqbal/MachineLearningAndDeepLearningNotes
A Road Map to Machine Learning and Deep Learning |
|
Experimental |
| 58 |
wanjiru517/Resources
A collection of useful links and resources for beginner data scientists |
|
Experimental |
| 59 |
belumume/AI-ML-DL-Roadmap
A comprehensive, time-bound learning roadmap for AI/ML/DL with structured... |
|
Experimental |
| 60 |
MahdiAmrollahi/ai-topics-map
Comprehensive AI Topics Map & Learning Roadmap |
|
Experimental |
| 61 |
socalledvitaly/useful_links_for_ML
What to read to become Machine Learning Engineer in 2025 |
|
Experimental |
| 62 |
samsamitech/hydroinformatics-roadmap
This roadmap outlines the essential study topics and skills needed to work... |
|
Experimental |
| 63 |
Umar-sfdc/Quest
A comprehensive collection of real-time Salesforce problems and solutions💡. |
|
Experimental |
| 64 |
HariVenkataKrishnaKotha/dotnet-ai-learning-journey
🚀 Complete roadmap to become an AI-powered .NET Solutions Architect |... |
|
Experimental |
| 65 |
keivanipchihagh/machinelearning-roadmap
A hands-on and industry-oriented roadmap to learn to become a Full-Stack... |
|
Experimental |
| 66 |
suryansh-malik/ai-cloud-devops-roadmap
🚀 Master AI, Cloud, and DevOps with 320+ real interview questions, detailed... |
|
Experimental |
| 67 |
apakek-99/DevNet_StudyLab
Build skills for the Cisco DevNet Associate exam with interactive study... |
|
Experimental |
| 68 |
GasComIT/AI-Expert-Roadmap
AI-Expert-Roadmap |
|
Experimental |
| 69 |
EfekanAlpsa/DataScientist-RoadMap
DATA SCIENCE ROADMAP |
|
Experimental |
| 70 |
mikeffendii/Data-Scientist-Roadmap
Discover a highly effective roadmap that guides you to become a Data... |
|
Experimental |
| 71 |
TusharKukra/MachineLearningRoadmap
Machine Learning Roadmap. A roadmap connecting many of the most important... |
|
Experimental |
| 72 |
AIApproach/Resources
إليك قائمة من الأدوات والكتب ومحاضرات الفيديو والمصادر التعلمية في مجال... |
|
Experimental |
| 73 |
ananttripathi/System-Design
Structured AI/ML career roadmap with 4 role-based paths. Interactive web app... |
|
Experimental |
| 74 |
skyvanguard/ai-scientist-roadmap
Complete roadmap from zero to AI Scientist - Free resources, projects, and milestones |
|
Experimental |
| 75 |
AbdullahAbdelaziz122/AI-Research-Roadmap
A comprehensive, phased execution plan for mastering artificial intelligence... |
|
Experimental |
| 76 |
harounkesbi/ai-ml-roadmap
🤖 Structured path from Math fundamentals to Deep Learning — built for CS students |
|
Experimental |
| 77 |
harish303118/machine-learning-roadmap
Machine Learning Engineer Roadmap 2026. You don't need expensive courses. |
|
Experimental |
| 78 |
Ailln/deep-learning-roadmap
🗺️ 一个深度学习的学习路线图 |
|
Experimental |
| 79 |
AIwithMuzammil/python-roadtrip
This repository serves as a guide and will take you on a great python... |
|
Experimental |
| 80 |
akshitsutharr/Data-Science-Roadmap
A complete Data Science Roadmap — from coding, math & stats to ML, DL,... |
|
Experimental |