resource: deep-learning
777 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| pytorch/benchmark TorchBench is a collection of open source benchmarks used to evaluate PyTorch performance across popular model workloads. It provides a sta… | 77 | 1041 | active |
| NELSONZHAO/zhihu A collection of Jupyter Notebook tutorials accompanying the author's Zhihu column '机器不学习', implementing deep learning projects in TensorFlo… | 32 | 3522 | maintenance |
| opencv/opencv_zoo A collection of pre-trained computer vision models tuned for OpenCV's DNN inference module, accompanied by benchmarking tools for various h… | 61 | 1034 | active |
| ZhiqingXiao/rl-book Source code repository for the book 'Reinforcement Learning: Theory and Python Implementation', providing Python implementations of RL algo… | 54 | 1030 | active |
| mryab/efficient-dl-systems Course materials for the Efficient Deep Learning Systems course taught at HSE University and Yandex School of Data Analysis. It covers GPU/… | 70 | 1028 | active |
| YifanZhang07/Awesome-LongTailed-Learning A curated awesome list and accompanying codebase for deep long-tailed learning, based on a TPAMI 2023 survey paper. It catalogs top-tier co… | 57 | 1027 | active |
| guillaume-chevalier/LSTM-Human-Activity-Recognition A Jupyter Notebook tutorial demonstrating Human Activity Recognition using an LSTM recurrent neural network in TensorFlow on the UCI smartp… | 32 | 3482 | maintenance |
| AvrahamRaviv/Deep-Learning-in-Hebrew A complete open-source book in Hebrew covering machine learning and deep learning, with accompanying Jupyter notebooks and PDF chapters. It… | 60 | 1019 | active |
| yueliu1999/Awesome-Deep-Graph-Clustering A curated awesome-list of state-of-the-art deep graph clustering methods, including papers, code links, and datasets. It accompanies an IEE… | 71 | 1016 | active |
| dair-ai/ML-Notebooks A collection of minimal, reusable Jupyter notebooks covering machine learning and deep learning tasks, built primarily with PyTorch. It ser… | 32 | 3436 | maintenance |
| yyysjz1997/Awesome-TimeSeries-SpatioTemporal-Diffusion-Model A curated awesome-list and survey repository cataloging diffusion models for time series, spatio-temporal, and tabular data, with papers, c… | 57 | 1005 | active |
| datawhalechina/learn-nlp-with-transformers A Chinese-language open-source tutorial repository teaching natural language processing with the Transformers library, covering models like… | 32 | 3365 | maintenance |
| priya-dwivedi/Deep-Learning A collection of standalone deep learning projects in Jupyter Notebooks, each in its own folder, covering topics the author explored and blo… | 32 | 3355 | maintenance |
| tirthajyoti/Machine-Learning-with-Python A collection of practice and tutorial-style Jupyter notebooks covering a wide variety of machine learning techniques with Python. It includ… | 32 | 3325 | maintenance |
| Sakura-gh/ML-notes A collection of machine learning study notes based on Hung-yi Lee's courses, published as HTML pages and PDFs. It covers regression, classi… | 32 | 3281 | maintenance |
| fchollet/keras-resources A curated directory of tutorials, guides, and open-source repositories for working with Keras, the Python deep learning library. It aggrega… | 32 | 3261 | maintenance |
| ysh329/deep-learning-model-convertor A curated awesome-list cataloging tools and converters for converting deep learning models between frameworks such as TensorFlow, PyTorch, … | 32 | 3236 | maintenance |
| seungeunrho/minimalRL A collection of minimal PyTorch implementations of classic deep reinforcement learning algorithms (REINFORCE, DQN, PPO, DDPG, A3C, A2C, ACE… | 32 | 3222 | maintenance |
| tirthajyoti/Data-science-best-resources A curated collection of links to data science resources covering software, platforms, languages, techniques, and online courses. It is a re… | 32 | 3221 | maintenance |
| sbrugman/deep-learning-papers A curated reading list of deep learning research papers organized by task (code, text, vision, audio) and ordered by date, with state-of-th… | 10 | 3182 | maintenance |
| higgsfield/RL-Adventure A step-by-step PyTorch tutorial series implementing Deep Q-Network variants, from vanilla DQN through Double DQN, Prioritized Replay, Noisy… | 32 | 3179 | maintenance |
| Miraclelucy/dive_into_deep_learning A collection of Python study notes for Mu Li's 'Dive into Deep Learning' course, rewritten from the original Jupyter notebooks into standal… | 32 | 3074 | maintenance |
| weiaicunzai/awesome-image-classification A curated awesome-list of deep learning image classification papers and code repositories since 2014, with an ImageNet accuracy performance… | 32 | 3064 | maintenance |
| L1aoXingyu/pytorch-beginner A collection of simple toy projects and examples for learning PyTorch as a beginner. It provides minimal, easy-to-follow code demonstrating… | 54 | 3041 | maintenance |
| endymecy/awesome-deeplearning-resources A curated awesome-list of deep learning and deep reinforcement learning research papers, sorted chronologically, with links to code, model … | 61 | 3024 | maintenance |
| weslynn/AlphaTree-graphic-deep-neural-network AlphaTree is a curated AI learning roadmap covering machine learning, deep learning, GANs, graph neural networks, NLP, and big data, with v… | 69 | 3013 | maintenance |
| letianzj/QuantResearch A collection of Jupyter notebooks and accompanying blog posts covering quantitative trading research, including portfolio optimization, pai… | 32 | 3007 | maintenance |
| computerhistory/AlexNet-Source-Code The original 2012 source code of AlexNet, the convolutional neural network that won the ImageNet 2012 competition, released as open source … | 26 | 2968 | maintenance |
| leriomaggio/deep-learning-keras-tensorflow A Jupyter Notebook tutorial series introducing deep neural networks using Keras and TensorFlow, covering perceptrons, CNNs, autoencoders, a… | 23 | 2968 | maintenance |
| fendouai/PyTorchDocs A Chinese translation of the official PyTorch tutorials, covering a 60-minute quickstart, computer vision, NLP, GANs, and reinforcement lea… | 75 | 2953 | maintenance |
| DSKSD/DeepNLP-models-Pytorch A collection of Jupyter Notebook implementations of deep NLP models from Stanford's CS-224n course, written in PyTorch. It covers models li… | 32 | 2944 | maintenance |
| ndrplz/self-driving-car A collection of source code for all projects from the Udacity Self-Driving Car Engineer Nanodegree, covering lane finding, traffic sign cla… | 32 | 2922 | maintenance |
| hoya012/awesome-anomaly-detection A curated list of anomaly detection resources including survey papers, research papers, and datasets organized by data type (time-series, v… | 32 | 2901 | maintenance |
| robi56/Deep-Learning-for-Recommendation-Systems A curated collection of deep learning articles, papers, and repositories focused on recommender systems. It serves as a reference list cove… | 32 | 2885 | maintenance |
| Machine-Learning-Tokyo/Interactive_Tools A curated list of interactive tools for learning machine learning, deep learning, and math, including browser-based visualizers like Transf… | 32 | 2883 | maintenance |
| L1aoXingyu/code-of-learn-deep-learning-with-pytorch Companion Jupyter Notebook code repository for the Chinese book 'Learn Deep Learning with PyTorch' (深度学习入门之PyTorch). It covers PyTorch basi… | 32 | 2875 | maintenance |
| GoogleCloudPlatform/tensorflow-without-a-phd A six-episode crash course with Jupyter Notebook code samples, videos, slides, and codelabs teaching software developers deep learning with… | 10 | 2851 | maintenance |
| MenghaoGuo/Awesome-Vision-Attentions A curated awesome-list of papers on visual attention mechanisms in computer vision, accompanying the survey 'Attention Mechanisms in Comput… | 32 | 2842 | maintenance |
| easy-tensorflow/easy-tensorflow A collection of simple, comprehensive TensorFlow tutorials with detailed Jupyter notebook explanations and accompanying Python source code.… | 23 | 2841 | maintenance |
| MichalDanielDobrzanski/DeepLearningPython Python 3.5.2 port of the companion scripts for the book 'Neural Networks and Deep Learning' (neuralnetworksanddeeplearning.com), including … | 32 | 2830 | maintenance |
| ypwhs/captcha_break A tutorial repository demonstrating how to break captcha images using deep learning with Keras, including a CNN and CRNN with CTC loss. It … | 23 | 2822 | maintenance |
| rasbt/deep-learning-book Companion repository for the book 'Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Pyt… | 32 | 2820 | maintenance |
| brightmart/roberta_zh A repository of pre-trained RoBERTa models for Chinese, implemented in TensorFlow with PyTorch versions also provided, loadable directly as… | 32 | 2791 | maintenance |
| songyingxin/NLPer-Interview A curated collection of study notes and interview questions for NLP algorithm engineer positions, covering Python/C++, math, machine learni… | 32 | 2757 | maintenance |
| PaddlePaddle/book An interactive deep learning tutorial book ('Deep Learning 101') built as Jupyter Notebooks using the PaddlePaddle framework. It covers fun… | 10 | 2751 | maintenance |
| aaron-xichen/pytorch-playground A PyTorch playground providing pretrained models and dataset loaders for popular benchmarks like MNIST, SVHN, CIFAR10/100, STL10, and Image… | 32 | 2716 | maintenance |
| llSourcell/Learn_Data_Science_in_3_Months A curated 12-week curriculum for learning data science, created by Siraj Raval to accompany his YouTube course. It links to free courses, c… | 32 | 2686 | maintenance |
| FLHonker/Awesome-Knowledge-Distillation A curated awesome-list of knowledge distillation papers (2014-2021), organized by categories such as knowledge forms, KD+GAN, data-free KD,… | 32 | 2685 | maintenance |
| gordicaleksa/pytorch-GAT A PyTorch implementation of the Graph Attention Network (GAT) paper by Veličković et al., built as an educational resource for learning abo… | 32 | 2683 | maintenance |
| znxlwm/pytorch-generative-model-collections A PyTorch collection implementing many GAN variants (GAN, LSGAN, WGAN, WGAN-GP, DRAGAN, CGAN, infoGAN, ACGAN, EBGAN, BEGAN) with a shared a… | 32 | 2627 | maintenance |
| amaas/stanford_dl_ex Starter code and programming exercises for the Stanford Unsupervised Feature Learning and Deep Learning (UFLDL) Tutorial. It accompanies th… | 32 | 2623 | maintenance |
| romeokienzler/TensorFlow A collection of Jupyter notebooks and supporting material accompanying the author's TensorFlow articles, focused on TensorFlow 2.x features… | 32 | 2605 | maintenance |
| sjchoi86/Tensorflow-101 A collection of TensorFlow tutorials written as Jupyter Notebooks, aimed at TensorFlow and deep learning beginners. It covers basics throug… | 32 | 2591 | maintenance |
| virginiakm1988/ML2022-Spring Official repository of code, slides, and videos for Hung-yi Lee's Machine Learning 2022 Spring course at National Taiwan University, contai… | 32 | 2588 | maintenance |
| NeuronDance/DeepRL A curated educational repository by the DeepRL Lab that collects learning materials, research institutions, notable researchers, and applic… | 32 | 2570 | maintenance |
| xuebinqin/DIS Official repository for the ECCV 2022 paper 'Highly Accurate Dichotomous Image Segmentation' (DIS), providing the DIS dataset, IS-Net model… | 32 | 2568 | maintenance |
| Machine-Learning-Tokyo/AI_Curriculum A curated collection of links to open university lecture series on deep learning and reinforcement learning from Stanford, MIT, UC Berkeley… | 32 | 2562 | maintenance |
| exacity/simplified-deeplearning A collection of Chinese-language study notes accompanying the Deep Learning Book, with simplified PyTorch and TensorFlow implementations of… | 23 | 2538 | maintenance |
| 52CV/CVPR-2021-Papers A curated, categorized collection of CVPR 2021 accepted papers and code links, maintained as a GitHub awesome-list. It organizes roughly 1,… | 32 | 2531 | maintenance |
| hwalsuklee/awesome-deep-text-detection-recognition A curated awesome-list of deep learning papers and resources for scene text detection and recognition (OCR). It organizes papers by publica… | 32 | 2530 | maintenance |
| curiousily/Getting-Things-Done-with-Pytorch A collection of Jupyter Notebook tutorials (with a free companion book) teaching how to solve real-world machine learning and deep learning… | 32 | 2502 | maintenance |
| makeyourownneuralnetwork/makeyourownneuralnetwork Companion code repository for the book 'Make Your Own Neural Network', containing Jupyter notebooks that build a simple three-layer neural … | 32 | 2496 | maintenance |
| cbsudux/awesome-human-pose-estimation A curated awesome-list of resources on human pose estimation, including papers, datasets, workshops, blog posts, and popular PyTorch/Tensor… | 32 | 2480 | maintenance |
| Jack-Cherish/Deep-Learning A collection of hands-on deep learning tutorials and accompanying Python code by Jack Cui, covering projects like handwritten digit recogni… | 32 | 2448 | maintenance |
| github/CodeSearchNet CodeSearchNet is a dataset and benchmark suite from GitHub for semantic code search, containing about 6 million functions across six progra… | 10 | 2443 | maintenance |
| microsoft/AutonomousDrivingCookbook A collection of Jupyter Notebook tutorials, scenarios, and demos from Microsoft Garage for learning autonomous driving algorithms. It cover… | 49 | 2434 | maintenance |
| deeplearningturkiye/turkce-yapay-zeka-kaynaklari A curated Turkish-language collection of deep learning and machine learning resources in Turkey, maintained by the Deep Learning Türkiye co… | 32 | 2428 | maintenance |
| dipanjanS/practical-machine-learning-with-python A companion repository for the Apress book 'Practical Machine Learning with Python', containing all code, Jupyter notebooks, and examples f… | 32 | 2385 | maintenance |
| google/youtube-8m Starter code from Google for training and evaluating TensorFlow models on the YouTube-8M large-scale labeled video dataset. It provides an … | 32 | 2378 | maintenance |
| xinario/awesome-gan-for-medical-imaging A curated awesome-list of research papers and resources on generative adversarial networks (GANs) applied to medical imaging. It organizes … | 32 | 2362 | maintenance |
| fengdu78/machine_learning_beginner A collection of Jupyter Notebook tutorials and curated articles from the 'Machine Learning Beginner' WeChat public account, covering Python… | 32 | 2353 | maintenance |
| D-X-Y/Awesome-AutoDL A curated awesome-list of automated deep learning (AutoDL) resources, covering neural architecture search, hyperparameter optimization, lib… | 32 | 2342 | maintenance |
| TrustAGI-Lab/Awesome-Graph-Neural-Networks A curated awesome-list of research papers and resources on Graph Neural Networks, organized by model family (recurrent, convolutional, auto… | 32 | 2310 | maintenance |
| dennybritz/nn-from-scratch A Jupyter Notebook tutorial repository that implements a neural network from scratch in Python, accompanying a WildML blog post. It is educ… | 32 | 2309 | maintenance |
| Honlan/DeepInterests DeepInterests is a Chinese-language collection of hands-on deep learning projects built with Python3, TensorFlow 1.9, and Keras 2.2, accomp… | 32 | 2285 | maintenance |
| vaaaaanquish/Awesome-Rust-MachineLearning A curated awesome-list of machine learning libraries, tools, blogs, books, and papers written in Rust. It is aimed at developers migrating … | 32 | 2268 | maintenance |
| Zeta36/chess-alpha-zero A research/educational project implementing chess reinforcement learning using AlphaGo Zero methods (self-play, MCTS, residual neural netwo… | 32 | 2224 | maintenance |
| forresti/SqueezeNet SqueezeNet is a deep convolutional neural network architecture that achieves AlexNet-level image classification accuracy with 50x fewer par… | 32 | 2218 | maintenance |
| erhwenkuo/deep-learning-with-keras-notebooks A collection of Jupyter notebooks documenting one developer's learning of Keras, covering CNNs, RNNs/LSTMs, autoencoders, seq2seq, image au… | 32 | 2196 | maintenance |
| zoubohao/DenoisingDiffusionProbabilityModel-ddpm- A minimal, educational PyTorch implementation of Denoising Diffusion Probabilistic Models (DDPM) that trains a UNet on CIFAR-10. It also in… | 32 | 2182 | maintenance |
| andrewt3000/DL4NLP A curated list of deep learning resources for natural language processing, covering courses, papers, and notes on sequence modeling tasks l… | 32 | 2180 | maintenance |
| golbin/TensorFlow-Tutorials A step-by-step collection of TensorFlow tutorial source code covering deep learning basics through advanced models like CNN, RNN, GAN, DQN,… | 32 | 2123 | maintenance |
| delip/PyTorchNLPBook Companion repository of Jupyter Notebook code and data for the O'Reilly book 'Natural Language Processing with PyTorch' by Delip Rao and Br… | 32 | 2057 | maintenance |
| AppliedDataSciencePartners/DeepReinforcementLearning A Python implementation replicating the AlphaZero deep reinforcement learning methodology, built with Keras and Jupyter notebooks. It serve… | 32 | 2033 | maintenance |
| cbailes/awesome-deep-trading A curated awesome-list of papers, code repositories, datasets, and courses on applying deep learning and machine learning to algorithmic tr… | 32 | 2032 | maintenance |
| Azure Machine Learning examples A collection of Jupyter notebooks demonstrating how to build, train, and deploy machine learning and deep learning models using the Azure M… | 77 | 2027 | maintenance |
| PacktPublishing/Advanced-Deep-Learning-with-Keras The official code repository for the Packt book 'Advanced Deep Learning with TensorFlow 2 and Keras', containing all supporting example cod… | 64 | 2022 | maintenance |
| IgorSusmelj/pytorch-styleguide An unofficial styleguide and best-practices document for writing PyTorch code, based on over a year of deep learning experience from a rese… | 32 | 2017 | maintenance |
| jindongwang/MachineLearning A curated collection of machine learning learning resources, primarily in Chinese, covering textbooks, video courses, code implementations,… | 32 | 2017 | maintenance |
| tqchen/tinyflow TinyFlow is a minimal (~2k lines) educational deep learning system built on NNVM that demonstrates how to construct a computational graph-b… | 10 | 2017 | maintenance |
| AstraZeneca/awesome-explainable-graph-reasoning A curated awesome-list of research papers, surveys, and software on explainability in graph machine learning. It is maintained by AstraZene… | 23 | 1989 | maintenance |
| gokceneraslan/awesome-deepbio A curated awesome-list of papers and resources on deep learning applications in computational biology. It catalogs research from protein st… | 32 | 1988 | maintenance |
| https-deeplearning-ai/machine-learning-engineering-for-production-public Public repository of course materials for DeepLearning.AI's Machine Learning Engineering for Production (MLEP) Specialization. It contains … | 32 | 1972 | maintenance |
| rguthrie3/DeepLearningForNLPInPytorch An IPython Notebook tutorial teaching deep learning for natural language processing in PyTorch, from tensor basics through LSTMs and BiLSTM… | 32 | 1956 | maintenance |
| patrickloeber/pytorchTutorial A collection of PyTorch beginner tutorial code examples accompanying Patrick Loeber's YouTube video series. It covers fundamentals from ten… | 32 | 1953 | maintenance |
| philipperemy/tensorflow-1.4-billion-password-analysis A research project and tooling for analyzing the 1.4 billion clear-text password BreachCompilation dataset using deep learning and NLP with… | 32 | 1952 | maintenance |
| loujie0822/DeepIE DeepIE is a collection of deep learning resources, paper summaries, and reference implementations for information extraction tasks such as … | 32 | 1932 | maintenance |
| FighterLYL/GraphNeuralNetwork Companion code repository for the Chinese book '深入浅出图神经网络：GNN原理解析' (Graph Neural Networks: Principles Explained). It contains Jupyter Noteb… | 32 | 1928 | maintenance |
| ageron/tf2_course A collection of Jupyter notebooks with exercises and solutions accompanying Aurélien Géron's 'Deep Learning with TensorFlow 2 and Keras' tr… | 32 | 1909 | maintenance |
| nicodjimenez/lstm A minimal, clean LSTM neural network implementation written from scratch in Python for learning purposes. It demonstrates LSTM training wit… | 32 | 1900 | maintenance |