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 56 artificial neural networks education frameworks tracked. 4 score above 50 (established tier). The highest-rated is tflearn/tflearn at 61/100 with 9,599 stars.

Get all 56 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=artificial-neural-networks-education&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	tflearn/tflearn Deep learning library featuring a higher-level API for TensorFlow.	61	Established	9,599	Python
2	DingKe/nn_playground Experimental keras implementation of novel neural network structures	51	Established	432	Python
3	DataForScience/DeepLearning Deep Learning From Scratch	50	Established	139	Jupyter Notebook
4	OVVO-Financial/NNS Nonlinear Nonparametric Statistics	50	Established	101	HTML
5	remicres/otbtf Deep learning with otb (mirror of https://forgemia.inra.fr/orfeo-toolbox/otbtf)	49	Emerging	169	C++
6	emilwallner/Deep-Learning-From-Scratch Six snippets of code that made deep learning what it is today.	48	Emerging	263	Jupyter Notebook
7	cpuguy96/StepCOVNet Deep Learning to Create StepMania SM FIles	44	Emerging	18	Python
8	stared/keras-sequential-ascii ASCII summary for simple sequential models in Keras	43	Emerging	127	Jupyter Notebook
9	The-AI-Summer/deep-learning-visuals A collection of 100 Deep Learning images and visualizations	39	Emerging	81	—
10	hunar4321/RLS-neural-net Recursive Leasting Squares (RLS) with Neural Network for fast learning	39	Emerging	58	Jupyter Notebook
11	cfoh/FFNN-Examples Neural Network for Regression and Classification, covering simple...	37	Emerging	9	Jupyter Notebook
12	neurominer-git/NeuroMiner_1.2 This is the official distribution directory of NeuroMiner 1.2 (Feanor)	37	Emerging	9	MATLAB
13	tesserai/tfi Use any TensorFlow model in a single line of code	37	Emerging	151	HTML
14	UCLA-SEAL/DeepLearningTest Is Neuron Coverage a Meaningful Measure for Testing Deep Neural Networks? (FSE 2020)	36	Emerging	10	Jupyter Notebook
15	songrise/CNN_Keras My Keras implementation of famous CNN models	34	Emerging	4	Python
16	akshathmangudi/tnn Tversky Neural Networks.	34	Emerging	8	Python
17	Burf/ModelSoups ModelSoups for Tensorflow2 and Torch	33	Emerging	50	Jupyter Notebook
18	ARUNAGIRINATHAN-K/NeuroMath Artificial Neural Networks (ANNs) Projects	33	Emerging	10	Jupyter Notebook
19	SevdanurGENC/Artificial-Neural-Networks-Lecture-Notes In this repo, there are lecture notes of Artificial Neural Networks (ANN).	32	Emerging	1	Jupyter Notebook
20	Rucious-Aladdin/DLFromScratch5 밑바닥부터 시작하는 딥러닝5	31	Emerging	2	Jupyter Notebook
21	Insper/ann-dl Artificial Neural Networks and Deep Learning	31	Emerging	2	—
22	aromanro/MachineLearning From linear regression towards neural networks...	29	Experimental	27	C++
23	S0852306/Surface-Fitting-Neural-Networks Neural nets for high accuracy multivariable nonlinear regression.	28	Experimental	11	MATLAB
24	Yustira/ANN-MT-1D An Example of 1D inversion magnetotelluric data using Artificial Neural Networks	27	Experimental	13	Jupyter Notebook
25	davidrsch/kerasnip A bridge between the keras and tidymodels frameworks	27	Experimental	10	R
26	Pandey-Pankaj/CompNeuroTools This repository maintains resources related to machine and deep learning for...	26	Experimental	5	—
27	smithhenryd/NN-Kernel-and-Rich-Regimes Senior Project for Statistics & Data Science at Yale University	23	Experimental	3	TeX
28	KavyaJP/Neural-Networks Personal playground for prototyping neural networks on tabular & non-tabular...	22	Experimental	—	Jupyter Notebook
29	mohsin-riad/neural-network Neural networks, also known as artificial neural networks (ANNs) , are a...	22	Experimental	2	Jupyter Notebook
30	Sterslo/ADA_LAB-STUDY_MATERIAL 📚 Provide complete C++17 ADA lab programs with detailed theory, complexity...	22	Experimental	—	C++
31	matin-ghorbani/MNIST-RNN Inference RNN, GRU and LSTM on Mnist dataset	20	Experimental	8	Python
32	Aashir01124/Neural-Network-Modifications-Hyperparameter-Experiments Modifies a neural network's hyperparameters, activation functions, cost...	19	Experimental	1	—
33	Omanshu209/ANN-Classifier-Hub Artificial Neural Network(ANN)🧠 Classification models developed using the...	19	Experimental	4	Jupyter Notebook
34	0-mostafa-rezaee-0/ANN__Artificial-Neural-Network Hands-on implementation of Artificial Neural Networks (ANNs) from scratch...	19	Experimental	2	Jupyter Notebook
35	anshumansinha3301/Neural-Networks Neural Network Codes and Project from Basics to Advanced Level Including...	19	Experimental	—	Jupyter Notebook
36	Alireza-Motazedian/Dockerized_ANN End-to-end Artificial Neural Networks: built from scratch and with modern ML...	18	Experimental	1	Jupyter Notebook
37	ErickOF/IC6200-NeuralNetwork Rumelhart and McClelland Neural Network	18	Experimental	2	Jupyter Notebook
38	neuron-party/neurochan deep learning vs osu!	18	Experimental	34	Python
39	ChanMeng666/advanced-neural-network-applications 【Stars make the code shine brighter! ⭐️】Educational project demonstrating...	17	Experimental	—	Jupyter Notebook
40	Shenanigans-Liu/Deep-learning-Keras A simple demonstration for CNN models.	17	Experimental	1	JavaScript
41	rezaghz/universal-python-software.github.io نرم افزار جهانی پایتون - تبدیل نقاشی به وضعیت اعصاب با استفاده از هوش...	14	Experimental	15	Python
42	reydar-05/AlgoCompass AlgoCompass is a data-driven platform that generates personalized Data...	13	Experimental	—	JavaScript
43	shoaibalisaifi/nn-dependability-kit-master-swd2021 Testing the dependability of a Neural Network specifically designed for the...	13	Experimental	—	Jupyter Notebook
44	sina-yeganeh/3-day-of-neural-network :dart: Only three days for learning basic of neural network	12	Experimental	1	—
45	lqdev/DeepLearningFromScratchFs Code from Deep Learning From Scratch Book in F#	12	Experimental	7	Jupyter Notebook
46	amir-saniyan/KerasNets This repository contains implementation of some deep neural networks by Keras.	11	Experimental	—	—
47	BrunoShimura/neuralnine-youtube-tutorials NeuralNine is an educational brand focusing on programming, machine learning...	11	Experimental	4	Jupyter Notebook
48	valentin-heiderich/Python-Module-for-AI An artificial neural network project for python (I'am working on it, not...	11	Experimental	—	Python
49	igor17400/n2s N2S - Knowledge Made Accessible. Learn what matters. Without the noise.	11	Experimental	1	HTML
50	dkomni/machine-learning-overview Machine Learning Basics: Artificial Neural Networks, Generative Modeling,...	11	Experimental	—	Jupyter Notebook
51	arda-guler/InfiniteMonkeyNetwork Infinite monkey theorem applied on a neural network. Artificial...	11	Experimental	—	Python
52	lovindata/mathdnn 🤓📐 An explanation of dense neural networks (DNN) in a complete mathematical...	11	Experimental	—	TeX
53	dimiz51/DL-CV-Architectures This repository contains different Deep Learning model and utility functions...	11	Experimental	—	Jupyter Notebook
54	AnasBrital98/Neural_Networks In this repository you can find everything you need to know about neural...	10	Experimental	2	—
55	SubhangiSati/Neural-Network This consist codes like Artificial Neural Network, CNN, RNN, Activation...	10	Experimental	2	Jupyter Notebook
56	RohitPawar001/Neural_Networks These repository contains all types of neural networks of deep learning.	10	Experimental	2	Jupyter Notebook

Comparisons in this category

DeepLearning and Deep-Learning-From-Scratch (50 vs 48)