resource: deep-learning
777 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| justimyhxu/awesome-3D-generation A curated awesome-list of research papers on 3D generation, covering 3D shape generation and 3D-aware image generation, accompanied by an a… | 32 | 1198 | maintenance |
| cloneofsimo/minDiffusion A self-contained, minimalistic PyTorch implementation of denoising diffusion probabilistic models (DDPM) intended for education. The core i… | 32 | 1196 | maintenance |
| RubensZimbres/Repo-2017 A personal collection of Python example scripts covering machine learning, deep learning, NLP, and reinforcement learning, built with Keras… | 32 | 1191 | maintenance |
| NVIDIA-AI-IOT/jetracer JetRacer is an open-source project for building an autonomous AI racecar powered by NVIDIA Jetson Nano. It provides Jupyter notebook exampl… | 23 | 1191 | maintenance |
| markdtw/awesome-architecture-search A curated awesome-list of neural architecture search and hyper-parameter optimization resources, including papers and code links organized … | 32 | 1190 | maintenance |
| stylegan-human/StyleGAN-Human StyleGAN-Human is a research project providing a large-scale annotated human image dataset (230K+ samples) and StyleGAN-based models for un… | 34 | 1189 | maintenance |
| hse-aml/natural-language-processing A collection of Jupyter Notebook assignments for the Higher School of Economics Natural Language Processing course on Coursera. It covers c… | 23 | 1189 | maintenance |
| harvitronix/five-video-classification-methods Companion code for a blog post demonstrating five deep learning approaches to video action classification using Keras and TensorFlow on the… | 23 | 1182 | maintenance |
| ashishpatel26/Treasure-of-Transformers A curated awesome-list of transformer models for NLP, linking papers, blogs, videos, official repositories, and Colab notebooks for each mo… | 48 | 1179 | maintenance |
| ndb796/Deep-Learning-Paper-Review-and-Practice A Korean-language educational repository collecting thorough reviews of popular deep learning papers with accompanying code practice notebo… | 32 | 1171 | maintenance |
| lindawangg/COVID-Net COVID-Net Open Source Initiative: deep learning models and the COVIDx chest X-ray datasets for COVID-19 detection and severity grading from… | 65 | 1167 | maintenance |
| amusi/TensorFlow-From-Zero-To-One A curated list of TensorFlow learning resources including courses, books, blogs, video tutorials, and hands-on projects, in both English an… | 32 | 1164 | maintenance |
| yuanxiaosc/Machine-Learning-Book A Chinese-language curated collection of machine learning learning materials, including the Google Machine Learning Crash Course, a termino… | 32 | 1160 | maintenance |
| geektutu/interview-questions A curated collection of machine learning, deep learning, Python, and Go interview and written-exam questions with answers, maintained as Ma… | 32 | 1151 | maintenance |
| lokinko/Federated-Learning A curated collection of federated learning resources, including introductory materials, survey papers, and research articles on privacy-pre… | 32 | 1149 | maintenance |
| bendangnuksung/Image-OutPainting A Keras/TensorFlow implementation of the Stanford 'Painting Outside the Box' image outpainting paper, extending images beyond their borders… | 32 | 1148 | maintenance |
| howie6879/mlhub123 A curated collection of machine learning and deep learning website resources, including news sites, tools, communities, courses, books, and… | 32 | 1141 | maintenance |
| MachineLP/Tensorflow- A collection of Chinese-language TensorFlow learning notes, code examples, and machine learning study series organized as Jupyter notebooks… | 32 | 1136 | maintenance |
| Shujian2015/FreeML A curated list of mostly free data science and machine learning learning resources, including courses, video lectures, and textbooks. It is… | 32 | 1130 | maintenance |
| reshamas/fastai_deeplearn_part1 A collection of study notes, course outlines, and troubleshooting guides for the fast.ai Practical Deep Learning for Coders course, maintai… | 37 | 1121 | maintenance |
| epfml/attention-cnn Official PyTorch source code for the ICLR 2020 paper 'On the Relationship between Self-Attention and Convolutional Layers', which proves an… | 32 | 1121 | maintenance |
| chaytonmin/Awesome-BEV-Perception-Multi-Cameras A curated awesome-list of research papers on multi-camera bird's-eye-view (BEV) 3D perception, covering 3D object detection and segmentatio… | 32 | 1114 | maintenance |
| vietnh1009/Super-mario-bros-A3C-pytorch A clean PyTorch implementation of the Asynchronous Advantage Actor-Critic (A3C) algorithm that trains an agent to play Super Mario Bros via… | 32 | 1112 | maintenance |
| gordicaleksa/pytorch-original-transformer A PyTorch implementation of the original Transformer model from the 'Attention Is All You Need' paper (Vaswani et al.), designed as a learn… | 32 | 1111 | maintenance |
| carefree0910/MachineLearning An educational Python machine learning package implementing classic ML algorithms (Naive Bayes, decision trees, SVM, neural networks, CNNs)… | 32 | 1094 | maintenance |
| mattm/simple-neural-network A small Python script that demonstrates how the backpropagation algorithm works in a neural network, accompanying a step-by-step blog post.… | 33 | 1093 | maintenance |
| bentrevett/pytorch-image-classification A collection of Jupyter notebook tutorials teaching how to implement classic image classification architectures (MLP, LeNet, AlexNet, VGG, … | 32 | 1093 | maintenance |
| nikitasrivatsan/DeepLearningVideoGames A research project implementing Deep Q Networks (DQN) to learn video game strategies for Pong and Tetris from raw pixel input. It uses a co… | 32 | 1090 | maintenance |
| linguishi/chinese_sentiment A Chinese sentiment analysis project implementing text classification with CNN and BI-LSTM models in TensorFlow. It includes data preparati… | 32 | 1086 | maintenance |
| guoday/Tencent2020_Rank1st The first-place winning solution code for the 2020 Tencent College Algorithm Contest, which predicts users' age and gender from 91 days of … | 32 | 1085 | maintenance |
| makcedward/nlp A tutorial repository documenting the author's NLP learning journey, with notebooks and articles covering text preprocessing, tokenization,… | 32 | 1082 | maintenance |
| guillaume-chevalier/seq2seq-signal-prediction A Jupyter notebook tutorial with four graded exercises for learning to build Encoder-Decoder Sequence-to-Sequence RNN models in TensorFlow … | 32 | 1081 | maintenance |
| MELD A research repository from declare-lab containing implementations of neural architectures (DialogueRNN, DialogueGCN, COSMIC, bcLSTM) for em… | 69 | 1079 | maintenance |
| hkproj/pytorch-stable-diffusion An educational PyTorch implementation of Stable Diffusion built from scratch, provided as Jupyter Notebooks. It is intended for learning ho… | 27 | 1078 | maintenance |
| curiousily/Deep-Learning-For-Hackers A free online book and collection of Jupyter notebook tutorials teaching deep learning fundamentals with TensorFlow 2 and Keras. It covers … | 32 | 1073 | maintenance |
| mihail911/nlp-library A curated collection of research papers for NLP practitioners, organized by task categories like POS tagging, parsing, and named entity rec… | 32 | 1070 | maintenance |
| snap-stanford/pretrain-gnns A PyTorch research codebase implementing strategies for pre-training graph neural networks from the ICLR 2020 paper by Stanford SNAP. It pr… | 32 | 1070 | maintenance |
| CSAILVision/GazeCapture GazeCapture is a large-scale eye tracking dataset with ~2.5M frames from over 1450 subjects, released alongside the iTracker CNN model and … | 32 | 1069 | maintenance |
| data-flair/machine-learning-projects A curated collection of 100+ machine learning project ideas with source code and linked tutorials from DataFlair, aimed at beginners, stude… | 27 | 1062 | maintenance |
| Akramz/Hands-on-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow A collection of Jupyter notebooks containing notes and exercise solutions for Part I of Aurelien Geron's book 'Hands-On Machine Learning wi… | 32 | 1060 | maintenance |
| khuangaf/CryptocurrencyPrediction A Jupyter Notebook-based deep learning project that predicts Bitcoin prices using CNN, LSTM, and GRU models built with Keras and TensorFlow… | 32 | 1058 | maintenance |
| maxpumperla/deep_learning_and_the_game_of_go Companion code and pip-installable library (dlgo) for the Manning book 'Deep Learning and the Game of Go', implementing Go game AI from bas… | 32 | 1056 | maintenance |
| emilwallner/Coloring-greyscale-images A tutorial repository that teaches how to colorize black and white images with deep learning, built progressively in four versions (alpha, … | 32 | 1053 | maintenance |
| LitLeo/TensorRT_Tutorial A Chinese-language tutorial and resource collection for NVIDIA TensorRT, including translated user guides, sample walkthroughs, plugin deve… | 32 | 1051 | maintenance |
| PacktPublishing/Deep-Learning-with-Keras The official companion code repository for the Packt book 'Deep Learning with Keras', containing Jupyter Notebook examples for each chapter… | 67 | 1048 | maintenance |
| bayesgroup/deepbayes-2018 A collection of Jupyter Notebook seminars from the DeepBayes Summer School 2018, run by the BayesGroup. It covers deep learning with a focu… | 32 | 1045 | maintenance |
| bighuang624/Andrew-Ng-Deep-Learning-notes Chinese-language notes and Jupyter Notebook assignment solutions for Andrew Ng's Deep Learning Specialization (deeplearning.ai) on Coursera… | 32 | 1042 | maintenance |
| hiromis/notes A collection of detailed lecture notes for the fast.ai 'Practical Deep Learning For Coders v3' course, organized by lesson with links to vi… | 32 | 1038 | maintenance |
| mimoralea/gdrl Companion code repository for the Manning book 'Grokking Deep Reinforcement Learning' by Miguel Morales, containing Jupyter notebooks cover… | 32 | 1036 | maintenance |
| GANs-in-Action/gans-in-action The official companion repository for the book 'GANs in Action', containing Jupyter notebook implementations of GAN architectures from vani… | 47 | 1035 | maintenance |
| ga642381/ML2021-Spring Official repository of code and slides for the 15 homework assignments of Hung-yi Lee's Machine Learning 2021 Spring course at National Tai… | 32 | 1034 | maintenance |
| google-deepmind/neural-processes A collection of Jupyter notebook implementations of the Neural Process family from DeepMind: Conditional Neural Processes (CNPs), Neural Pr… | 32 | 1023 | maintenance |
| natowi/3D-Reconstruction-with-Deep-Learning-Methods A curated list of open-source GitHub projects for 3D reconstruction using deep learning, covering depth estimation, multi-view stereo, poin… | 32 | 1018 | maintenance |
| imsheridan/DeepRec A curated collection of must-read papers and industry presentations on deep recommendation systems and CTR prediction, organized by topic w… | 32 | 1016 | maintenance |
| nlptown/nlp-notebooks A collection of Jupyter notebooks covering practical Natural Language Processing topics, from word embeddings and topic modeling to BERT-ba… | 32 | 1014 | maintenance |
| tanelp/tiny-diffusion A minimal PyTorch implementation of probabilistic diffusion models (DDPM) trained on 2D point datasets like the Datasaurus Dozen. It includ… | 31 | 1014 | maintenance |
| yangqy1110/Diffusion-Models A curated collection of learning resources for diffusion models, including classic papers, blog posts, videos, and annotated PyTorch implem… | 32 | 1008 | maintenance |
| AetherCortex/Llama-X Llama-X is an open academic research project aiming to progressively improve Meta's LLaMA into a state-of-the-art open LLM through communit… | 30 | 1602 | experimental |
| apoorvnandan/tensor.h A tiny tensor library written in raw C, built as a step-by-step educational project explaining neural networks, autograd, and training from… | 26 | 1468 | experimental |
| karpathy/nanoGPT A minimal, readable repository for training and finetuning medium-sized GPT models, containing a ~300-line training loop and a ~300-line GP… | 54 | 62511 | abandoned |
| ageron/handson-ml Jupyter notebook companion to the first edition of the O'Reilly book 'Hands-on Machine Learning with Scikit-Learn and TensorFlow', teaching… | 70 | 25594 | abandoned |
| mnielsen/neural-networks-and-deep-learning Code samples accompanying Michael Nielsen's free online book 'Neural Networks and Deep Learning'. It implements neural networks from scratc… | 32 | 17888 | abandoned |
| jikexueyuanwiki/tensorflow-zh A community-driven Chinese translation of the official TensorFlow documentation, organized by JikeXueyuan Wiki shortly after TensorFlow's 2… | 32 | 12351 | abandoned |
| tonybeltramelli/pix2code A research project and model that uses deep learning to generate front-end code (iOS, Android, web) from a single GUI screenshot. It includ… | 32 | 12023 | abandoned |
| soumith/ganhacks A curated list of practical tips and tricks for training Generative Adversarial Networks (GANs), originally compiled as a starter for the '… | 32 | 11616 | abandoned |
| kjw0612/awesome-deep-vision A curated awesome-list of deep learning resources for computer vision, including papers, courses, books, tutorials, and software. It covers… | 32 | 11185 | abandoned |
| czy36mengfei/tensorflow2_tutorials_chinese A collection of Chinese-language Jupyter Notebook tutorials for TensorFlow 2.0, adapted from official TensorFlow tutorials with Keras-based… | 32 | 7777 | abandoned |
| udacity/self-driving-car Udacity's open-source self-driving car project, containing deep learning steering models, ROS nodes, and over 10 hours of annotated driving… | 10 | 6315 | abandoned |
| nlintz/TensorFlow-Tutorials A collection of simple tutorial scripts introducing deep learning with Google's TensorFlow, ported from Theano tutorials. It covers topics … | 32 | 6028 | abandoned |
| pkmital/tensorflow_tutorials A collection of TensorFlow tutorials progressing from basic graph computation to deep learning models like convolutional networks, autoenco… | 32 | 5668 | abandoned |
| hzy46/Deep-Learning-21-Examples Companion code repository for the Chinese book '21 Projects to Master Deep Learning with TensorFlow', containing 21 hands-on example projec… | 32 | 4677 | abandoned |
| spro/practical-pytorch A collection of project-based Jupyter notebook tutorials for learning PyTorch, focused on recurrent neural networks for NLP tasks like clas… | 10 | 4539 | abandoned |
| dennybritz/deeplearning-papernotes A curated collection of summaries and personal notes on deep learning research papers, organized chronologically with links to arXiv, artic… | 32 | 4420 | abandoned |
| dsgiitr/d2l-pytorch A Jupyter Notebook adaptation of the 'Dive Into Deep Learning' book, converting its MXNet code examples into PyTorch. It covers deep learni… | 32 | 4359 | abandoned |
| MorvanZhou/Tensorflow-Tutorial A collection of TensorFlow tutorial code from MorvanZhou (莫烦Python) covering neural network basics through advanced architectures like CNN,… | 32 | 4335 | abandoned |
| floydhub/dl-docker An all-in-one Docker image bundling popular deep learning frameworks (TensorFlow, Caffe, Theano, Torch, Keras, Lasagne) with CPU and GPU (C… | 32 | 3853 | abandoned |
| christianversloot/machine-learning-articles An archived collection of machine learning articles originally published on MachineCurve.com between 2019 and 2022, covering topics like ne… | 32 | 3695 | abandoned |
| girls-in-ai/Girls-In-AI Girls-In-AI is a free, Chinese-language curriculum that takes complete programming beginners through Python basics, data analysis with Pand… | 32 | 3385 | abandoned |
| dragen1860/Deep-Learning-with-PyTorch-Tutorials Companion source code and slides for a Chinese-language video course on deep learning with PyTorch, covering CNNs, RNNs, and GANs. It is a … | 32 | 3132 | abandoned |
| yfeng95/GAN A collection of simple, educational implementations of classic Generative Adversarial Networks (GAN, DCGAN, WGAN, CGAN, InfoGAN) in Python … | 32 | 3098 | abandoned |
| caicloud/tensorflow-tutorial A collection of example TensorFlow code and tutorials, originally paired with Caicloud's TensorFlow-as-a-Service development environment. I… | 32 | 2918 | abandoned |
| taki0112/Tensorflow-Cookbook A TensorFlow 1.x cookbook repository collecting reusable operations, utilities, and network templates for GANs and classification. It serve… | 32 | 2742 | abandoned |
| soumith/convnet-benchmarks A benchmarking suite and published results comparing publicly available implementations of convolutional neural networks (convnets) across … | 32 | 2686 | abandoned |
| llSourcell/Learn_Deep_Learning_in_6_Weeks A curated six-week curriculum of videos, readings, and coding exercises for learning deep learning, created by Siraj Raval to accompany his… | 32 | 2652 | abandoned |
| zackchase/mxnet-the-straight-dope An interactive deep learning book built as a sequence of Jupyter notebooks teaching deep learning concepts using Apache MXNet and its Gluon… | 23 | 2562 | abandoned |
| jcjohnson/cnn-benchmarks A collection of benchmark results and scripts measuring inference speed of popular CNN models (AlexNet, VGG, ResNet, Inception) across CPUs… | 32 | 2532 | abandoned |
| jiqizhixin/ML-Tutorial-Experiment A collection of Jupyter Notebook tutorials from Jiqizhixin (Synced) that implement machine learning models from scratch, including CNNs, GA… | 32 | 2489 | abandoned |
| jayinai/data-science-question-answer A collection of Jupyter Notebook-based questions and answers covering data science topics such as SQL, statistics, supervised/unsupervised … | 32 | 2409 | abandoned |
| CreatCodeBuild/TensorFlow-and-DeepLearning-Tutorial A collection of deep learning tutorials taught as an online course in 2016, covering TensorFlow basics, fully connected and convolutional n… | 32 | 2297 | abandoned |
| pannous/tensorflow-speech-recognition An educational repository demonstrating speech recognition with TensorFlow using sequence-to-sequence neural networks. The project is expli… | 32 | 2173 | abandoned |
| zer0n/deepframeworks A research write-up comparing popular deep learning toolkits (Caffe, CNTK, TensorFlow, Theano, Torch) across modeling capability, performan… | 32 | 2038 | abandoned |
| lilianweng/stock-rnn A tutorial repository demonstrating how to build and train an RNN with multilayer LSTM cells in TensorFlow to predict stock market prices, … | 32 | 1991 | abandoned |
| VivekPa/AIAlpha An educational Python project demonstrating a stacked neural network architecture (autoencoder plus LSTM and Random Forest models) for pred… | 32 | 1955 | abandoned |
| alrojo/tensorflow-tutorial A collection of five interactive Jupyter notebook labs teaching deep learning with TensorFlow, covering feedforward networks, CNNs, RNNs, a… | 32 | 1955 | abandoned |
| xiaohu2015/DeepLearning_tutorials A collection of deep learning algorithms (MLP, CNN, autoencoders, RBM, DBN, and modern CNN architectures) implemented from scratch in Tenso… | 32 | 1841 | abandoned |
| 王者荣耀AI (Reinforcement Learning King of Glory AI) A PyTorch-based AI that plays the mobile game Honor of Kings (王者荣耀), built with a Resnet101 vision encoder plus a GPT/Transformer decoder, … | 32 | 1829 | abandoned |
| tdeboissiere/DeepLearningImplementations A collection of Python implementations of recent deep learning research papers, including DenseNet, various GAN variants, pix2pix, InfoGAN,… | 32 | 1812 | abandoned |
| mesolitica/NLP-Models-Tensorflow A collection of 335+ simplified Jupyter Notebook implementations of machine learning and TensorFlow 1.x deep learning models for NLP tasks,… | 10 | 1781 | abandoned |
| robbertliu/deeplearning.ai-andrewNG A collection of slides, Jupyter notebooks, datasets, solutions, and video links for Andrew Ng's deeplearning.ai Deep Learning Specializatio… | 32 | 1778 | abandoned |
| openai/requests-for-research A curated, living collection of deep learning research problems published by OpenAI to help newcomers and practitioners build research skil… | 10 | 1731 | abandoned |