PyTorch Learning Resources ML Frameworks

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.

There are 157 pytorch learning resources frameworks tracked. 30 score above 50 (established tier). The highest-rated is mrdbourke/pytorch-deep-learning at 61/100 with 17,355 stars. 2 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	mrdbourke/pytorch-deep-learning Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.	61	Established	17,355	Jupyter Notebook
2	xl0/lovely-tensors Tensors, for human consumption	61	Established	1,360	Jupyter Notebook
3	stared/livelossplot Live training loss plot in Jupyter Notebook for Keras, PyTorch and others	61	Established	1,321	Python
4	dataflowr/notebooks code for deep learning courses	61	Established	1,259	Jupyter Notebook
5	dvgodoy/PyTorchStepByStep Official repository of my book: "Deep Learning with PyTorch Step-by-Step: A...	61	Established	1,433	Jupyter Notebook
6	jeffheaton/app_deep_learning T81-558: PyTorch - Applications of Deep Neural Networks @Washington...	61	Established	485	Jupyter Notebook
7	rentruewang/koila Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.	61	Established	1,829	Python
8	pyc-team/pytorch_concepts PyC (Pytorch Concepts) is a PyTorch-based library for training concept-based...	60	Established	31	Python
9	priyammaz/PyTorch-Adventures This repository contains an exhaustive coverage of a hands on approach to...	58	Established	247	Jupyter Notebook
10	PerforatedAI/PerforatedAI Add Dendrites to your PyTorch Project	58	Established	212	Python
11	datawhalechina/thorough-pytorch PyTorch入门教程，在线阅读地址：https://datawhalechina.github.io/thorough-pytorch/	58	Established	3,550	Jupyter Notebook
12	phlippe/uvadlc_notebooks Repository of Jupyter notebook tutorials for teaching the Deep Learning...	57	Established	3,111	Jupyter Notebook
13	PyTorchKorea/tutorials-kr 🇰🇷파이토치에서 제공하는 튜토리얼의 한국어 번역을 위한 저장소입니다. (Translate PyTorch tutorials in Korean🇰🇷)	57	Established	371	Jupyter Notebook
14	ritchieng/the-incredible-pytorch The Incredible PyTorch: a curated list of tutorials, papers, projects,...	56	Established	12,472	—
15	analyticalrohit/pytorch_fundamentals Introduction to PyTorch, covering tensor initialization, operations,...	53	Established	793	Jupyter Notebook
16	ritchieng/deep-learning-wizard Open source guides/codes for mastering deep learning to deploying deep...	53	Established	871	Python
17	bharathgs/Awesome-pytorch-list A comprehensive list of pytorch related content on github,such as different...	52	Established	16,417	—
18	omarsar/pytorch_notebooks A collection of PyTorch notebooks for learning and practicing deep learning	51	Established	141	Jupyter Notebook
19	lyhue1991/eat_pytorch_in_20_days Pytorch🍊🍉 is delicious, just eat it! 😋😋	51	Established	6,158	Jupyter Notebook
20	yunjey/pytorch-tutorial PyTorch Tutorial for Deep Learning Researchers	51	Established	32,219	Python
21	curiousily/Getting-Things-Done-with-Pytorch Jupyter Notebook tutorials on solving real-world problems with Machine...	51	Established	2,483	Jupyter Notebook
22	MorvanZhou/PyTorch-Tutorial Build your neural network easy and fast, 莫烦Python中文教学	51	Established	8,450	Jupyter Notebook
23	keon/3-min-pytorch <펭귄브로의 3분 딥러닝, 파이토치맛> 예제 코드	51	Established	209	Jupyter Notebook
24	bat67/pytorch-tutorials-examples-and-books PyTorch tutorials, examples and some books I found 【不定期更新】整理的PyTorch 最新版教程、例子和书籍	51	Established	1,464	Jupyter Notebook
25	chenyuntc/pytorch-book PyTorch tutorials and fun projects including neural talk, neural style, poem...	51	Established	12,831	Jupyter Notebook
26	jankrepl/mildlyoverfitted Paper implementations from scratch and machine learning tutorials	51	Established	348	Python
27	khuangaf/PyTorch-Geometric-YooChoose This is a tutorial for PyTorch Geometric on the YooChoose dataset	50	Established	315	Jupyter Notebook
28	bfortuner/pytorch-cheatsheet Check out improved:	50	Established	301	Jupyter Notebook
29	INTERMT/Awesome-PyTorch-Chinese 【干货】史上最全的PyTorch学习资源汇总	50	Established	4,693	Python
30	VikParuchuri/zero_to_gpt Go from no deep learning knowledge to implementing GPT.	50	Established	1,291	Jupyter Notebook
31	NVIDIA/clara-train-examples Example notebooks demonstrating how to use Clara Train to build Medical...	49	Emerging	129	HTML
32	braun-steven/simple-einet An implementation of EinsumNetworks in PyTorch.	49	Emerging	23	Jupyter Notebook
33	apachecn/pytorch-doc-zh Pytorch 中文文档	49	Emerging	4,225	Shell
34	bat67/Deep-Learning-with-PyTorch-A-60-Minute-Blitz-cn PyTorch1.0 深度学习：60分钟入门与实战（Deep Learning with PyTorch: A 60 Minute Blitz 中文翻译与学习）	48	Emerging	200	Jupyter Notebook
35	napsternxg/pytorch-practice Some example scripts on pytorch	48	Emerging	197	Jupyter Notebook
36	Anirbit-AI/Expositions-With-PyTorch Creating Theoretician Friendly Educational Material For PyTorch	48	Emerging	10	Jupyter Notebook
37	furkanu/deeplearning.ai-pytorch PyTorch Implementations of Coursera's Deep Learning(deeplearning.ai) Specialization	47	Emerging	158	Jupyter Notebook
38	sksq96/pytorch-summary Model summary in PyTorch similar to `model.summary()` in Keras	46	Emerging	4,063	Python
39	Cambridge-ICCS/practical-ml-with-pytorch Training material on writing machine learning code with PyTorch by ICCS	46	Emerging	39	Jupyter Notebook
40	miyamotok0105/pytorch_handbook pytorch_handbook	46	Emerging	113	Jupyter Notebook
41	sib-swiss/pytorch-practical-training pratrical crash course on pytorch by reproducing some published...	45	Emerging	30	Jupyter Notebook
42	BlackHC/toma Helps you write algorithms in PyTorch that adapt to the available (CUDA) memory	44	Emerging	437	Python
43	alexhraber/tensors-to-consciousness Explore the Mathematical Foundations of AI/ML: From Tensors to Consciousness	44	Emerging	16	Python
44	JeiKeiLim/kindle Making a PyTorch model easier than ever!	44	Emerging	79	Python
45	Lightning-AI/dl-fundamentals Deep Learning Fundamentals -- Code material and exercises	43	Emerging	400	Jupyter Notebook
46	TomasBeuzen/deep-learning-with-pytorch Content from the University of British Columbia's Master of Data Science...	43	Emerging	44	Jupyter Notebook
47	xavier-zy/Awesome-pytorch-list-CNVersion Awesome-pytorch-list 翻译工作进行中......	43	Emerging	1,789	Jupyter Notebook
48	dragen1860/Deep-Learning-with-PyTorch-Tutorials 深度学习与PyTorch入门实战视频教程配套源代码和PPT	43	Emerging	3,107	Python
49	podgorskiy/DareBlopy Data Reading Blocks for Python	43	Emerging	104	Jupyter Notebook
50	yakhyo/pytorch-tutorials 🤖 \| A collection of comprehensive PyTorch tutorials covering fundamental and...	43	Emerging	27	Jupyter Notebook
51	amusi/PyTorch-From-Zero-To-One PyTorch从入门到精通	43	Emerging	888	—
52	zergtant/pytorch-handbook pytorch...	43	Emerging	21,580	Jupyter Notebook
53	Yura52/delu Deep Learning Utilities for PyTorch users (old name: Zero)	43	Emerging	39	Python
54	LianHaiMiao/pytorch-lesson-zh pytorch 包教不包会	42	Emerging	397	Jupyter Notebook
55	stared/thinking-in-tensors-writing-in-pytorch Thinking in tensors, writing in PyTorch (a hands-on deep learning intro)	42	Emerging	395	Jupyter Notebook
56	GunhoChoi/Kind-PyTorch-Tutorial Kind PyTorch Tutorial for beginners	42	Emerging	392	Jupyter Notebook
57	mr-pylin/pytorch-workshop A comprehensive resource to master PyTorch, from basics to advanced...	42	Emerging	4	Jupyter Notebook
58	omerbsezer/Fast-Pytorch Pytorch Tutorial, Pytorch with Google Colab, Pytorch Implementations: CNN,...	42	Emerging	429	Jupyter Notebook
59	JeanKossaifi/tensorly-notebooks Tensor methods in Python with TensorLy	42	Emerging	445	Jupyter Notebook
60	davrot/pytutorial Computational Neuroscience, Machine Learning and Python tutorials	41	Emerging	7	HTML
61	vinhkhuc/PyTorch-Mini-Tutorials Minimal tutorials for PyTorch	41	Emerging	329	Python
62	arthurdouillard/deepcourse Learn the Deep Learning for Computer Vision in three steps: theory from base...	41	Emerging	149	Jupyter Notebook
63	fabioperez/pytorch-examples Tutorials, examples, and projects implemented with PyTorch	41	Emerging	77	Jupyter Notebook
64	Paperspace/PyTorch-101-Tutorial-Series PyTorch 101 series covering everything from the basic building blocks all...	40	Emerging	266	Jupyter Notebook
65	tnbar/awesome-tensorial-neural-networks A thoroughly investigated survey for tensorial neural networks.	39	Emerging	150	—
66	buomsoo-kim/PyTorch-learners-tutorial PyTorch tutorial for learners	39	Emerging	122	Jupyter Notebook
67	nmhkahn/pytorch-exercise Practical Exercise Codes for PyTorch	39	Emerging	272	Jupyter Notebook
68	iArunava/Intro-to-Deep-Learning-with-Pytorch-Udacity-Solutions This repository contains my solutions and stand-alone Colab-friendly...	39	Emerging	19	Jupyter Notebook
69	vahidk/EffectivePyTorch PyTorch tutorials and best practices.	38	Emerging	1,712	—
70	Jackksonns/pytorch-deep-learning-notes 适合新手的pytorch代码：提供可直接运行的示例与详尽注释，涵盖计算机视觉CV、自然语言处理NLP、迁移学习与微调等学习内容，助力同学们快速上手深度学习~	38	Emerging	9	Python
71	dragen1860/Deep-Learning-with-PyTorch-book PyTorch深度学习开源电子书	38	Emerging	137	—
72	FrancescoSaverioZuppichini/Pytorch-how-and-when-to-use-Module-Sequential-ModuleList-and-ModuleDict Code for my medium article	37	Emerging	376	Jupyter Notebook
73	ngarneau/understanding-pytorch-batching-lstm Understanding and visualizing PyTorch Batching with LSTM	36	Emerging	140	Jupyter Notebook
74	jxbz/fromage 🧀 Pytorch code for the Fromage optimiser.	36	Emerging	129	Jupyter Notebook
75	dvgodoy/PyTorch101_ODSC_Europe2021 Beginner workshop on PyTorch - ODSC Europe 2021	35	Emerging	6	Jupyter Notebook
76	EfficientDL/book PDFs and Codelabs for the Efficient Deep Learning book.	35	Emerging	204	Jupyter Notebook
77	nachiket273/One_Cycle_Policy Pytorch notebook with One Cycle Policy implementation...	34	Emerging	73	Jupyter Notebook
78	tariqdaouda/Spyrkle Static documentation for your glorious pythonic work	33	Emerging	3	JavaScript
79	FrancescoSaverioZuppichini/BottleNeck-InvertedResidual-FusedMBConv-in-PyTorch A little walk-trough different types of the block with their corresponding...	33	Emerging	42	Jupyter Notebook
80	NERSC/sc23-dl-tutorial SC23 Deep Learning at Scale Tutorial Material	33	Emerging	49	Python
81	jarif87/pytorch-works A curated set of Jupyter notebooks showcasing various PyTorch projects and...	32	Emerging	7	Jupyter Notebook
82	rasbt/datapipes-blog Code for the DataPipes article	32	Emerging	15	Jupyter Notebook
83	lapix-ufsc/dl-tutorials This repository contains demonstrations done with deep learning computer...	32	Emerging	6	Jupyter Notebook
84	joisino/speedbook 書籍『深層ニューラルネットワークの高速化』のサポートサイトです。	31	Emerging	61	Jupyter Notebook
85	kachayev/dataclasses-tensor Easily serialize dataclasses to and from tensors (PyTorch, NumPy)	31	Emerging	18	Python
86	SBU-CE/Deep-Learning SBU Deep Learning Course Materials and Codes	30	Emerging	15	Jupyter Notebook
87	A123587946/PyTorch-for-Deep-Learning 📚 Explore PyTorch fundamentals and deep learning concepts through personal...	29	Experimental	1	Jupyter Notebook
88	YinGuoX/Deep_Learning_Pytorch_WithDeeplizard 主要来自Deeplizard的Neural Network Programming - Deep Learning with...	29	Experimental	28	Jupyter Notebook
89	jiangnanboy/intent_classification 深度网络实现意图分类。	29	Experimental	11	Jupyter Notebook
90	mctosima/pengantarDLpytorch Kumpulan bahan belajar Deep Learning dengan PyTorch	29	Experimental	31	Jupyter Notebook
91	imsanjoykb/PyTorch-Ford PyTorch Bootcamp	29	Experimental	7	Jupyter Notebook
92	mikeroyal/PyTorch-Guide PyTorch Guide	29	Experimental	38	Python
93	srom/distributions Notebooks on how to use PyTorch distributions to build probabilistic deep...	28	Experimental	10	Jupyter Notebook
94	PerforatedAI/PerforatedAI-Examples Examples Repository for PyTorch Extension - Perforated Backpropagation by...	28	Experimental	7	Python
95	ducnh279/Variable-Selection-Network-with-PyTorch Variable Selection Network with PyTorch	28	Experimental	11	Jupyter Notebook
96	ThomasHelfer/TorchGRTL A translation of crucial parts of GRTL in torch for accelerated learning	28	Experimental	8	Jupyter Notebook
97	yangarbiter/rare-spurious-correlation Understanding Rare Spurious Correlations in Neural Network	28	Experimental	12	Jupyter Notebook
98	CVUT-FS-12110/pytorch-intro Introduction to Pytorch for engineers.	27	Experimental	1	Jupyter Notebook
99	Obarads/Point_Cloud_Tutorial This repository contains tutorial code and supplementary note for point...	27	Experimental	12	Jupyter Notebook
100	Seonghoon-Yu/MoCov2_Pytorch_tutorial MoCo v2 Pytorch tutorial, https://arxiv.org/abs/2003.04297	27	Experimental	36	Jupyter Notebook
101	Amr-Abdellatif/ONNX_Course_material Repo explaining basic ways to use ONNX with different frameworks	26	Experimental	9	Jupyter Notebook
102	DionysiosB/NeuralNets Neural Networks	25	Experimental	4	Jupyter Notebook
103	rohanmistry231/PyTorch-Mastery-Hub A comprehensive repository of PyTorch tutorials, projects, and examples to...	24	Experimental	24	Jupyter Notebook
104	jshn9515/deep-learning-notes deep-learning-notes	23	Experimental	6	Jupyter Notebook
105	mnpsnuwan/deep-learning Deep Learning with PyTorch.	22	Experimental	6	Jupyter Notebook
106	cmhh22/pytorch-deep-learning Collection of PyTorch deep learning projects covering fundamental and...	22	Experimental	1	Jupyter Notebook
107	rallm/PyTorch-Linear-DNN-Fundamentals A beginner-friendly project demonstrating the core workflow (data, model,...	21	Experimental	2	Jupyter Notebook
108	SuDIS-ZJU/rookies Rookie's guide	21	Experimental	12	—
109	vidhi-sys/PyTorch_DeepLearning_TensorFlow About Pytorch \| DeepLearning \| TensorFlow \| Applications \| Neural Networks	21	Experimental	—	Jupyter Notebook
110	matin-ghorbani/PyTorch-TensorBoard PyTorch TensorBoard Experiment: MNIST CNN Training	20	Experimental	5	Python
111	Sourabh-Kumar04/Pytorch A hands-on, structured PyTorch learning repository that documents my journey...	20	Experimental	3	Jupyter Notebook
112	Ali-hey-0/deep-learning-with-pytorch Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.	20	Experimental	8	—
113	shaheennabi/My_Practices_on_PyTorch This repository contains my practice work with PyTorch, including...	19	Experimental	2	Jupyter Notebook
114	mnpinto/learn_ai_today Learn Deep Learning using PyTorch	19	Experimental	3	Jupyter Notebook
115	circumflex3105/dl-framework-comparison This repository contains a comparison between the popular Deep Learning...	19	Experimental	—	Python
116	ChiShengChen/Deep_learning_introducrion This tutorial is designed for beginners of deep learning, introducing the...	19	Experimental	12	Python
117	dame-cell/MinGru-pytorch Pytorch implementation of MinGru and a small project	19	Experimental	3	Python
118	AINT-TV/pytorch Pytorch Tutorials	19	Experimental	13	Jupyter Notebook
119	yashk2000/LearningPyTorch Stuff I came across while learning how to use PyTorch	18	Experimental	2	Jupyter Notebook
120	luokn/dl Deep Learning via Pytorch	18	Experimental	2	—
121	scrocha/pytorch-tutorials Implementações básicas de Deep Learning utilizando pytorch, seguindo o curso...	18	Experimental	2	Jupyter Notebook
122	kinhluan/titans-miras-demo Educational demo of Google's Titans surprise-based memory mechanism with...	18	Experimental	3	Jupyter Notebook
123	victor-iyi/pytorch-examples A handful of Deep learning implementation using a hot new framework: PyTorch	18	Experimental	2	Jupyter Notebook
124	AlirezaShamsoshoara/PyTorchHistory A comprehensive chronicle of PyTorch's evolution—from research tool to AI...	17	Experimental	—	—
125	realBagher/pytorch_sandbox A series of machine learning / deep learning projects using pytorch framework	17	Experimental	1	—
126	ResidentMario/pytorch-training-performance-guide Guidebook and reference on PyTorch training optimizations	15	Experimental	27	TeX
127	At0mXploit/TorchTales Learning & Building in Pytorch	15	Experimental	5	Jupyter Notebook
128	logcoke/Deep_Learning 基于 PyTorch 的深度学习从入门到实战教程，涵盖基础回归分类、自定义模型、卷积神经网络（CNN）及迁移学习等核心模块。持续更新中...	14	Experimental	3	Jupyter Notebook
129	saiharsha-k/deep-learning-core Core deep learning foundations with both PyTorch and Tensorflow Implementation	14	Experimental	1	Shell
130	hesamhadadi/pytorch-deep-learning-labs Weekly PyTorch and Deep Learning lab exercises covering tensors, autograd,...	14	Experimental	—	Jupyter Notebook
131	ml-dev-world/pytorch-fundamentals Learn PyTorch basics: tensors, autograd, neural networks, and more with...	14	Experimental	—	Jupyter Notebook
132	jnrjerome/TorchCode Practice PyTorch skills by implementing operators and architectures from...	14	Experimental	—	Jupyter Notebook
133	Ankith-SShetty/PyTorch_tutorial This repository contains implementations of various machine learning models...	14	Experimental	—	Jupyter Notebook
134	NahidEbrahimian/Deep-Learning-PyTorch Repository for Deep Learning Mini-Project with PyTorch - Using wandb sweep...	13	Experimental	13	Jupyter Notebook
135	tahirkorma/pytorch PyTorch notebooks covering fundamentals (tensors, autograd, pipelines) and...	13	Experimental	—	Jupyter Notebook
136	ssshanaka/pytorch-workflow-mastery Hands-on implementation of the PyTorch Deep Learning workflow, covering data...	13	Experimental	—	Jupyter Notebook
137	Faria-Mehzabin/PyTorch-ML-Concepts 🧠 Explore machine learning and deep learning through clear, custom PyTorch...	13	Experimental	—	—
138	zyzbroker/how-to-deep-learn How to start deep learning from practice to learn the foundamentals	13	Experimental	—	Shell
139	isty2e/einf Another ein[.]+ package	13	Experimental	—	Python
140	ozayr/PySimpleGUI-Neural-Nets just some boilerplate code for implementing neural nets in pytorch , with...	12	Experimental	7	Jupyter Notebook
141	shengjie55555/how_to_be_a_deeplearning_engineer How to be a better dl engineer?	12	Experimental	6	Jupyter Notebook
142	Umakantamaharana/PyTorch-ML-Concepts PyTorch ML Concepts: A comprehensive collection of well-documented Machine...	12	Experimental	1	—
143	NiloufarAsghari/PyTorch-Tutorial Deep Learning with PyTorch	12	Experimental	8	Jupyter Notebook
144	mahmoudalrefaey/Deep-Learning-with-PyTorch-MaharaTech This repository provides structured summaries, practical notebooks, and...	12	Experimental	4	Jupyter Notebook
145	mickuz/deep-learning-with-pytorch Notebooks with solutions for simple deep learning problems with the usage of...	11	Experimental	—	Jupyter Notebook
146	Benson0216/Road-to-Pytorch-LinearRegression Personal learning notes of Pytorch basics. Contents materials are from...	11	Experimental	—	—
147	hasnainyaqub/PyTorch Welcome to my PyTorch learning repository! This project documents my journey...	11	Experimental	2	Jupyter Notebook
148	KhadijehValipour/Advanced-Deep-Learning Deep learning	11	Experimental	4	Jupyter Notebook
149	nirogu/data-driven-init Data driven initialization for neural network models	11	Experimental	—	Jupyter Notebook
150	kaushikmupadhya/PytorchMastery Pytorch Mastery is a comprehensive repository aimed at helping beginners to...	11	Experimental	—	—
151	CodiTheck/pytorch-tutorial PyTorch is an open source Python machine learning library based on Torch...	11	Experimental	—	—
152	nglm/pytorch-tutorials Thorough and step by step PyTorch tutorials	11	Experimental	—	Jupyter Notebook
153	victorl2/pytorch-ai-learning A guide on learning AI with pytorch	11	Experimental	—	Python
154	Ddafnoudis/Udemy-PyTorch-ML-ANN- Pytorch Basics // Machine Learning concepts // Artificial Neural Networks	11	Experimental	—	—
155	flxcp/nb.deep.learning Solving Deep Learning Problems	11	Experimental	—	—
156	JenkinsGage/Learn-MachineLearning-PyTorch Welcome to my machine learning repository! Here you'll find a collection of...	11	Experimental	3	Jupyter Notebook
157	sondosaabed/Deep-Learning-for-Text Advanced Deep Learning for Text with Pytorch on Datacamp Platform	11	Experimental	4	Jupyter Notebook

Comparisons in this category

pytorch-deep-learning and notebooks (61 vs 61) pytorch-deep-learning and pytorch_notebooks (61 vs 51) notebooks and pytorch_notebooks (61 vs 51)