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 137 pytorch learning resources frameworks tracked. 2 score above 70 (verified tier). The highest-rated is xl0/lovely-tensors at 78/100 with 1,360 stars and 145,023 monthly downloads. 2 of the top 10 are actively maintained.

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# Framework Score Tier
1 xl0/lovely-tensors

Tensors, for human consumption

78
Verified
2 stared/livelossplot

Live training loss plot in Jupyter Notebook for Keras, PyTorch and others

71
Verified
3 pyc-team/pytorch_concepts

PyC (Pytorch Concepts) is a PyTorch-based library for training concept-based...

67
Established
4 rentruewang/koila

Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.

61
Established
5 dataflowr/notebooks

code for deep learning courses

61
Established
6 jeffheaton/app_deep_learning

T81-558: PyTorch - Applications of Deep Neural Networks @Washington...

61
Established
7 dvgodoy/PyTorchStepByStep

Official repository of my book: "Deep Learning with PyTorch Step-by-Step: A...

61
Established
8 PerforatedAI/PerforatedAI

Add Dendrites to your PyTorch Project

61
Established
9 mrdbourke/pytorch-deep-learning

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.

61
Established
10 priyammaz/PyTorch-Adventures

This repository contains an exhaustive coverage of a hands on approach to...

61
Established
11 datawhalechina/thorough-pytorch

PyTorch入门教程,在线阅读地址:https://datawhalechina.github.io/thorough-pytorch/

58
Established
12 PyTorchKorea/tutorials-kr

🇰🇷파이토치에서 제공하는 튜토리얼의 한국어 번역을 위한 저장소입니다. (Translate PyTorch tutorials in Korean🇰🇷)

57
Established
13 phlippe/uvadlc_notebooks

Repository of Jupyter notebook tutorials for teaching the Deep Learning...

57
Established
14 analyticalrohit/pytorch_fundamentals

Introduction to PyTorch, covering tensor initialization, operations,...

57
Established
15 ritchieng/the-incredible-pytorch

The Incredible PyTorch: a curated list of tutorials, papers, projects,...

56
Established
16 ritchieng/deep-learning-wizard

Open source guides/codes for mastering deep learning to deploying deep...

53
Established
17 apachecn/pytorch-doc-zh

Pytorch 中文文档

53
Established
18 bharathgs/Awesome-pytorch-list

A comprehensive list of pytorch related content on github,such as different...

52
Established
19 BlackHC/toma

Helps you write algorithms in PyTorch that adapt to the available (CUDA) memory

52
Established
20 omarsar/pytorch_notebooks

A collection of PyTorch notebooks for learning and practicing deep learning

51
Established
21 chenyuntc/pytorch-book

PyTorch tutorials and fun projects including neural talk, neural style, poem...

51
Established
22 Yura52/delu

Deep Learning Utilities for PyTorch users (old name: Zero)

51
Established
23 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
24 keon/3-min-pytorch

<펭귄브로의 3분 딥러닝, 파이토치맛> 예제 코드

51
Established
25 MorvanZhou/PyTorch-Tutorial

Build your neural network easy and fast, 莫烦Python中文教学

51
Established
26 curiousily/Getting-Things-Done-with-Pytorch

Jupyter Notebook tutorials on solving real-world problems with Machine...

51
Established
27 jankrepl/mildlyoverfitted

Paper implementations from scratch and machine learning tutorials

51
Established
28 lyhue1991/eat_pytorch_in_20_days

Pytorch🍊🍉 is delicious, just eat it! 😋😋

51
Established
29 yunjey/pytorch-tutorial

PyTorch Tutorial for Deep Learning Researchers

51
Established
30 INTERMT/Awesome-PyTorch-Chinese

【干货】史上最全的PyTorch学习资源汇总

50
Established
31 khuangaf/PyTorch-Geometric-YooChoose

This is a tutorial for PyTorch Geometric on the YooChoose dataset

50
Established
32 bfortuner/pytorch-cheatsheet

Check out improved:

50
Established
33 VikParuchuri/zero_to_gpt

Go from no deep learning knowledge to implementing GPT.

50
Established
34 NVIDIA/clara-train-examples

Example notebooks demonstrating how to use Clara Train to build Medical...

49
Emerging
35 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
36 napsternxg/pytorch-practice

Some example scripts on pytorch

48
Emerging
37 furkanu/deeplearning.ai-pytorch

PyTorch Implementations of Coursera's Deep Learning(deeplearning.ai) Specialization

47
Emerging
38 sksq96/pytorch-summary

Model summary in PyTorch similar to `model.summary()` in Keras

46
Emerging
39 miyamotok0105/pytorch_handbook

pytorch_handbook

46
Emerging
40 Cambridge-ICCS/practical-ml-with-pytorch

Training material on writing machine learning code with PyTorch by ICCS

46
Emerging
41 sib-swiss/pytorch-practical-training

pratrical crash course on pytorch by reproducing some published...

45
Emerging
42 JeiKeiLim/kindle

Making a PyTorch model easier than ever!

44
Emerging
43 podgorskiy/DareBlopy

Data Reading Blocks for Python

43
Emerging
44 xavier-zy/Awesome-pytorch-list-CNVersion

Awesome-pytorch-list 翻译工作进行中......

43
Emerging
45 Lightning-AI/dl-fundamentals

Deep Learning Fundamentals -- Code material and exercises

43
Emerging
46 zergtant/pytorch-handbook

pytorch...

43
Emerging
47 amusi/PyTorch-From-Zero-To-One

PyTorch从入门到精通

43
Emerging
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
49 TomasBeuzen/deep-learning-with-pytorch

Content from the University of British Columbia's Master of Data Science...

43
Emerging
50 stared/thinking-in-tensors-writing-in-pytorch

Thinking in tensors, writing in PyTorch (a hands-on deep learning intro)

42
Emerging
51 LianHaiMiao/pytorch-lesson-zh

pytorch 包教不包会

42
Emerging
52 braun-steven/simple-einet

An implementation of EinsumNetworks in PyTorch.

42
Emerging
53 JeanKossaifi/tensorly-notebooks

Tensor methods in Python with TensorLy

42
Emerging
54 omerbsezer/Fast-Pytorch

Pytorch Tutorial, Pytorch with Google Colab, Pytorch Implementations: CNN,...

42
Emerging
55 GunhoChoi/Kind-PyTorch-Tutorial

Kind PyTorch Tutorial for beginners

42
Emerging
56 fabioperez/pytorch-examples

Tutorials, examples, and projects implemented with PyTorch

41
Emerging
57 arthurdouillard/deepcourse

Learn the Deep Learning for Computer Vision in three steps: theory from base...

41
Emerging
58 Anirbit-AI/Expositions-With-PyTorch

Creating Theoretician Friendly Educational Material For PyTorch

41
Emerging
59 vinhkhuc/PyTorch-Mini-Tutorials

Minimal tutorials for PyTorch

41
Emerging
60 Paperspace/PyTorch-101-Tutorial-Series

PyTorch 101 series covering everything from the basic building blocks all...

40
Emerging
61 tnbar/awesome-tensorial-neural-networks

A thoroughly investigated survey for tensorial neural networks.

39
Emerging
62 nmhkahn/pytorch-exercise

Practical Exercise Codes for PyTorch

39
Emerging
63 buomsoo-kim/PyTorch-learners-tutorial

PyTorch tutorial for learners

39
Emerging
64 alexhraber/tensors-to-consciousness

Explore the Mathematical Foundations of AI/ML: From Tensors to Consciousness

38
Emerging
65 vahidk/EffectivePyTorch

PyTorch tutorials and best practices.

38
Emerging
66 dragen1860/Deep-Learning-with-PyTorch-book

PyTorch深度学习开源电子书

38
Emerging
67 FrancescoSaverioZuppichini/Pytorch-how-and-when-to-use-Module-Sequential-ModuleList-and-ModuleDict

Code for my medium article

37
Emerging
68 yakhyo/pytorch-tutorials

🤖 | A collection of comprehensive PyTorch tutorials covering fundamental and...

36
Emerging
69 ngarneau/understanding-pytorch-batching-lstm

Understanding and visualizing PyTorch Batching with LSTM

36
Emerging
70 jxbz/fromage

🧀 Pytorch code for the Fromage optimiser.

36
Emerging
71 mr-pylin/pytorch-workshop

A comprehensive resource to master PyTorch, from basics to advanced...

35
Emerging
72 EfficientDL/book

PDFs and Codelabs for the Efficient Deep Learning book.

35
Emerging
73 nachiket273/One_Cycle_Policy

Pytorch notebook with One Cycle Policy implementation...

34
Emerging
74 davrot/pytutorial

Computational Neuroscience, Machine Learning and Python tutorials

34
Emerging
75 NERSC/sc23-dl-tutorial

SC23 Deep Learning at Scale Tutorial Material

33
Emerging
76 FrancescoSaverioZuppichini/BottleNeck-InvertedResidual-FusedMBConv-in-PyTorch

A little walk-trough different types of the block with their corresponding...

33
Emerging
77 iArunava/Intro-to-Deep-Learning-with-Pytorch-Udacity-Solutions

This repository contains my solutions and stand-alone Colab-friendly...

32
Emerging
78 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~

32
Emerging
79 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
80 mctosima/pengantarDLpytorch

Kumpulan bahan belajar Deep Learning dengan PyTorch

29
Experimental
81 mikeroyal/PyTorch-Guide

PyTorch Guide

29
Experimental
82 dvgodoy/PyTorch101_ODSC_Europe2021

Beginner workshop on PyTorch - ODSC Europe 2021

28
Experimental
83 kachayev/dataclasses-tensor

Easily serialize dataclasses to and from tensors (PyTorch, NumPy)

27
Experimental
84 Seonghoon-Yu/MoCov2_Pytorch_tutorial

MoCo v2 Pytorch tutorial, https://arxiv.org/abs/2003.04297

27
Experimental
85 jshn9515/deep-learning-notes

deep-learning-notes

26
Experimental
86 tariqdaouda/Spyrkle

Static documentation for your glorious pythonic work

26
Experimental
87 jarif87/pytorch-works

A curated set of Jupyter notebooks showcasing various PyTorch projects and...

25
Experimental
88 lapix-ufsc/dl-tutorials

This repository contains demonstrations done with deep learning computer...

25
Experimental
89 rasbt/datapipes-blog

Code for the DataPipes article

25
Experimental
90 A123587946/PyTorch-for-Deep-Learning

📚 Explore PyTorch fundamentals and deep learning concepts through personal...

23
Experimental
91 SBU-CE/Deep-Learning

SBU Deep Learning Course Materials and Codes

23
Experimental
92 jiangnanboy/intent_classification

深度网络实现意图分类。

22
Experimental
93 YinGuoX/Deep_Learning_Pytorch_WithDeeplizard

主要来自Deeplizard的Neural Network Programming - Deep Learning with...

22
Experimental
94 imsanjoykb/PyTorch-Ford

PyTorch Bootcamp

22
Experimental
95 srom/distributions

Notebooks on how to use PyTorch distributions to build probabilistic deep...

21
Experimental
96 ThomasHelfer/TorchGRTL

A translation of crucial parts of GRTL in torch for accelerated learning

21
Experimental
97 ducnh279/Variable-Selection-Network-with-PyTorch

Variable Selection Network with PyTorch

21
Experimental
98 yangarbiter/rare-spurious-correlation

Understanding Rare Spurious Correlations in Neural Network

21
Experimental
99 PerforatedAI/PerforatedAI-Examples

Examples Repository for PyTorch Extension - Perforated Backpropagation by...

21
Experimental
100 Obarads/Point_Cloud_Tutorial

This repository contains tutorial code and supplementary note for point...

20
Experimental
101 CVUT-FS-12110/pytorch-intro

Introduction to Pytorch for engineers.

20
Experimental
102 cmhh22/pytorch-deep-learning

Collection of PyTorch deep learning projects covering fundamental and...

20
Experimental
103 Amr-Abdellatif/ONNX_Course_material

Repo explaining basic ways to use ONNX with different frameworks

19
Experimental
104 vidhi-sys/PyTorch_DeepLearning_TensorFlow

About Pytorch | DeepLearning | TensorFlow | Applications | Neural Networks

19
Experimental
105 circumflex3105/dl-framework-comparison

This repository contains a comparison between the popular Deep Learning...

19
Experimental
106 DionysiosB/NeuralNets

Neural Networks

18
Experimental
107 kinhluan/titans-miras-demo

Educational demo of Google's Titans surprise-based memory mechanism with...

17
Experimental
108 rallm/PyTorch-Linear-DNN-Fundamentals

A beginner-friendly project demonstrating the core workflow (data, model,...

17
Experimental
109 rohanmistry231/PyTorch-Mastery-Hub

A comprehensive repository of PyTorch tutorials, projects, and examples to...

17
Experimental
110 AlirezaShamsoshoara/PyTorchHistory

A comprehensive chronicle of PyTorch's evolution—from research tool to AI...

15
Experimental
111 mnpsnuwan/deep-learning

Deep Learning with PyTorch.

15
Experimental
112 Faria-Mehzabin/PyTorch-ML-Concepts

🧠 Explore machine learning and deep learning through clear, custom PyTorch...

14
Experimental
113 jnrjerome/TorchCode

Practice PyTorch skills by implementing operators and architectures from...

14
Experimental
114 hesamhadadi/pytorch-deep-learning-labs

Weekly PyTorch and Deep Learning lab exercises covering tensors, autograd,...

14
Experimental
115 Ankith-SShetty/PyTorch_tutorial

This repository contains implementations of various machine learning models...

14
Experimental
116 Sourabh-Kumar04/Pytorch

A hands-on, structured PyTorch learning repository that documents my journey...

14
Experimental
117 SuDIS-ZJU/rookies

Rookie's guide

14
Experimental
118 Ali-hey-0/deep-learning-with-pytorch

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.

13
Experimental
119 matin-ghorbani/PyTorch-TensorBoard

PyTorch TensorBoard Experiment: MNIST CNN Training

13
Experimental
120 shaheennabi/My_Practices_on_PyTorch

This repository contains my practice work with PyTorch, including...

13
Experimental
121 saiharsha-k/deep-learning-core

Core deep learning foundations with both PyTorch and Tensorflow Implementation

12
Experimental
122 mnpinto/learn_ai_today

Learn Deep Learning using PyTorch

12
Experimental
123 dame-cell/MinGru-pytorch

Pytorch implementation of MinGru and a small project

12
Experimental
124 ml-dev-world/pytorch-fundamentals

Learn PyTorch basics: tensors, autograd, neural networks, and more with...

12
Experimental
125 AINT-TV/pytorch

Pytorch Tutorials

12
Experimental
126 ChiShengChen/Deep_learning_introducrion

This tutorial is designed for beginners of deep learning, introducing the...

12
Experimental
127 tahirkorma/pytorch

PyTorch notebooks covering fundamentals (tensors, autograd, pipelines) and...

11
Experimental
128 isty2e/einf

Another ein[.]+ package

11
Experimental
129 ssshanaka/pytorch-workflow-mastery

Hands-on implementation of the PyTorch Deep Learning workflow, covering data...

11
Experimental
130 victor-iyi/pytorch-examples

A handful of Deep learning implementation using a hot new framework: PyTorch

11
Experimental
131 zyzbroker/how-to-deep-learn

How to start deep learning from practice to learn the foundamentals

11
Experimental
132 At0mXploit/TorchTales

Learning & Building in Pytorch

11
Experimental
133 scrocha/pytorch-tutorials

Implementações básicas de Deep Learning utilizando pytorch, seguindo o curso...

11
Experimental
134 yashk2000/LearningPyTorch

Stuff I came across while learning how to use PyTorch

11
Experimental
135 luokn/dl

Deep Learning via Pytorch

11
Experimental
136 realBagher/pytorch_sandbox

A series of machine learning / deep learning projects using pytorch framework

10
Experimental
137 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...

10
Experimental