Artificial Neural Networks Education ML Frameworks

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.

There are 42 artificial neural networks education frameworks tracked. 1 score above 50 (established tier). The highest-rated is tflearn/tflearn at 69/100 with 9,599 stars and 1,971 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	tflearn/tflearn Deep learning library featuring a higher-level API for TensorFlow.	69	Established	9,599	Python
2	DingKe/nn_playground Experimental keras implementation of novel neural network structures	44	Emerging	432	Python
3	DataForScience/DeepLearning Deep Learning From Scratch	43	Emerging	139	Jupyter Notebook
4	OVVO-Financial/NNS Nonlinear Nonparametric Statistics	43	Emerging	101	HTML
5	remicres/otbtf Deep learning with otb (mirror of https://forgemia.inra.fr/orfeo-toolbox/otbtf)	42	Emerging	169	C++
6	emilwallner/Deep-Learning-From-Scratch Six snippets of code that made deep learning what it is today.	41	Emerging	263	Jupyter Notebook
7	cpuguy96/StepCOVNet Deep Learning to Create StepMania SM FIles	37	Emerging	18	Python
8	stared/keras-sequential-ascii ASCII summary for simple sequential models in Keras	36	Emerging	127	Jupyter Notebook
9	The-AI-Summer/deep-learning-visuals A collection of 100 Deep Learning images and visualizations	32	Emerging	81	—
10	hunar4321/RLS-neural-net Recursive Leasting Squares (RLS) with Neural Network for fast learning	32	Emerging	58	Jupyter Notebook
11	cfoh/FFNN-Examples Neural Network for Regression and Classification, covering simple...	30	Emerging	9	Jupyter Notebook
12	neurominer-git/NeuroMiner_1.2 This is the official distribution directory of NeuroMiner 1.2 (Feanor)	30	Emerging	9	MATLAB
13	tesserai/tfi Use any TensorFlow model in a single line of code	30	Emerging	151	HTML
14	UCLA-SEAL/DeepLearningTest Is Neuron Coverage a Meaningful Measure for Testing Deep Neural Networks? (FSE 2020)	29	Experimental	10	Jupyter Notebook
15	akshathmangudi/tnn Tversky Neural Networks.	28	Experimental	8	Python
16	songrise/CNN_Keras My Keras implementation of famous CNN models	27	Experimental	4	Python
17	ARUNAGIRINATHAN-K/NeuroMath Artificial Neural Networks (ANNs) Projects	27	Experimental	10	Jupyter Notebook
18	Burf/ModelSoups ModelSoups for Tensorflow2 and Torch	26	Experimental	50	Jupyter Notebook
19	SevdanurGENC/Artificial-Neural-Networks-Lecture-Notes In this repo, there are lecture notes of Artificial Neural Networks (ANN).	25	Experimental	1	Jupyter Notebook
20	Insper/ann-dl Artificial Neural Networks and Deep Learning	25	Experimental	2	—
21	Rucious-Aladdin/DLFromScratch5 밑바닥부터 시작하는 딥러닝5	24	Experimental	2	Jupyter Notebook
22	KavyaJP/Neural-Networks Personal playground for prototyping neural networks on tabular & non-tabular...	22	Experimental	—	Jupyter Notebook
23	Sterslo/ADA_LAB-STUDY_MATERIAL 📚 Provide complete C++17 ADA lab programs with detailed theory, complexity...	22	Experimental	—	C++
24	aromanro/MachineLearning From linear regression towards neural networks...	22	Experimental	27	C++
25	S0852306/Surface-Fitting-Neural-Networks Neural nets for high accuracy multivariable nonlinear regression.	21	Experimental	11	MATLAB
26	davidrsch/kerasnip A bridge between the keras and tidymodels frameworks	20	Experimental	10	R
27	Yustira/ANN-MT-1D An Example of 1D inversion magnetotelluric data using Artificial Neural Networks	20	Experimental	13	Jupyter Notebook
28	Pandey-Pankaj/CompNeuroTools This repository maintains resources related to machine and deep learning for...	19	Experimental	5	—
29	anshumansinha3301/Neural-Networks Neural Network Codes and Project from Basics to Advanced Level Including...	17	Experimental	—	Jupyter Notebook
30	smithhenryd/NN-Kernel-and-Rich-Regimes Senior Project for Statistics & Data Science at Yale University	16	Experimental	3	TeX
31	ChanMeng666/advanced-neural-network-applications 【Stars make the code shine brighter! ⭐️】Educational project demonstrating...	15	Experimental	—	Jupyter Notebook
32	mohsin-riad/neural-network Neural networks, also known as artificial neural networks (ANNs) , are a...	15	Experimental	2	Jupyter Notebook
33	reydar-05/AlgoCompass AlgoCompass is a data-driven platform that generates personalized Data...	14	Experimental	—	JavaScript
34	0-mostafa-rezaee-0/ANN__Artificial-Neural-Network Hands-on implementation of Artificial Neural Networks (ANNs) from scratch...	13	Experimental	2	Jupyter Notebook
35	matin-ghorbani/MNIST-RNN Inference RNN, GRU and LSTM on Mnist dataset	13	Experimental	8	Python
36	Omanshu209/ANN-Classifier-Hub Artificial Neural Network(ANN)🧠 Classification models developed using the...	12	Experimental	4	Jupyter Notebook
37	Alireza-Motazedian/Dockerized_ANN End-to-end Artificial Neural Networks: built from scratch and with modern ML...	12	Experimental	1	Jupyter Notebook
38	Aashir01124/Neural-Network-Modifications-Hyperparameter-Experiments Modifies a neural network's hyperparameters, activation functions, cost...	12	Experimental	1	—
39	shoaibalisaifi/nn-dependability-kit-master-swd2021 Testing the dependability of a Neural Network specifically designed for the...	11	Experimental	—	Jupyter Notebook
40	neuron-party/neurochan deep learning vs osu!	11	Experimental	34	Python
41	ErickOF/IC6200-NeuralNetwork Rumelhart and McClelland Neural Network	11	Experimental	2	Jupyter Notebook
42	Shenanigans-Liu/Deep-learning-Keras A simple demonstration for CNN models.	10	Experimental	1	JavaScript

Comparisons in this category

DeepLearning and Deep-Learning-From-Scratch (43 vs 41)