resource: deep-learning
777 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| alessiodm/drl-zh A hands-on deep reinforcement learning course delivered as Jupyter notebooks, taking learners from MDPs and tabular RL to modern methods li… | 73 | 2293 | active |
| bbruceyuan/LLMs-Zero-to-Hero A Chinese-language tutorial series and accompanying book that teaches large language models by building them from scratch in Jupyter notebo… | 65 | 2278 | active |
| NLP-LOVE/Introduction-NLP Detailed study notes for the book 'Introduction to Natural Language Processing' by the author of HanLP, covering Chinese word segmentation,… | 60 | 2267 | active |
| ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL A curated list of research papers applying deep learning to wireless communication, organized by subfield (physical layer, resource optimiz… | 32 | 2264 | active |
| neonwatty/machine-learning-refined The companion repository for the university textbook 'Machine Learning Refined' (2nd edition), offering free chapter PDFs, Jupyter notebook… | 71 | 2258 | active |
| ljpzzz/machinelearning A collection of Jupyter Notebook code accompanying Liu Jianping (Pinard)'s widely-read Chinese machine learning blog on cnblogs. It organiz… | 32 | 8705 | maintenance |
| vahidk/EffectiveTensorflow Effective TensorFlow 2 is an ebook-style series of tutorials and best practices for TensorFlow 2.x, covering fundamentals like tensors, bro… | 32 | 8585 | maintenance |
| fengdu78/Data-Science-Notes A collection of Jupyter Notebook study notes and curated resources covering the data science stack, from math and Python basics through Num… | 32 | 8581 | maintenance |
| cgpotts/cs224u The official code repository for Stanford's CS224u course on Natural Language Understanding, containing Jupyter notebook tutorials, homewor… | 36 | 2192 | active |
| aladdinpersson/Machine-Learning-Collection A collection of tutorials and example implementations for machine learning and deep learning in Python, covering algorithms from scratch, P… | 23 | 8488 | maintenance |
| MorvanZhou/PyTorch-Tutorial A collection of PyTorch tutorial code examples and Jupyter notebooks by Mofan Zhou (莫烦Python), covering neural network basics through advan… | 32 | 8465 | maintenance |
| aburkov/theLMbook The official companion repository for The Hundred-Page Language Models Book by Andriy Burkov, containing complete Python/PyTorch implementa… | 44 | 2179 | active |
| n2cholas/awesome-jax A curated list of libraries, models, tutorials, papers, and other resources for the JAX numerical computing and machine learning ecosystem.… | 61 | 2157 | active |
| hussius/deeplearning-biology A curated list of deep learning implementations applied to biology, with a focus on genomics, protein biology, single-cell analysis, and dr… | 75 | 2155 | active |
| cerlymarco/MEDIUM_NoteBook A collection of Jupyter notebooks accompanying the author's Medium posts on machine learning and data science topics. It covers practical t… | 32 | 2144 | active |
| prabhuomkar/pytorch-cpp A collection of PyTorch tutorials reimplemented in C++ using the LibTorch API, covering basics through advanced deep learning topics like C… | 52 | 2137 | active |
| amirhossein-kz/Awesome-Diffusion-Models-in-Medical-Imaging A curated awesome-list of research papers and survey articles on diffusion models applied to medical imaging, maintained alongside a publis… | 56 | 2109 | active |
| DmitryUlyanov/deep-image-prior Jupyter Notebook reference implementations of the CVPR 2018 'Deep Image Prior' paper, which restores images using randomly-initialized neur… | 32 | 8088 | maintenance |
| snap-stanford/ogb The Open Graph Benchmark (OGB) is a collection of benchmark datasets, data loaders, and evaluators for graph machine learning, covering nod… | 32 | 2094 | stable |
| TingsongYu/PyTorch_Tutorial Companion code repository for the Chinese-language book 'PyTorch Model Training Practical Tutorial' (《Pytorch模型训练实用教程》), containing runnabl… | 77 | 8011 | maintenance |
| deeplearning-ai/machine-learning-yearning-cn A Chinese translation of Andrew Ng's book 'Machine Learning Yearning', published as an online-readable static site. It teaches practical st… | 23 | 7845 | maintenance |
| Curt-Park/rainbow-is-all-you-need A step-by-step tutorial of interactive Python notebooks teaching value-based deep reinforcement learning, progressing from DQN through its … | 72 | 2031 | stable |
| MingchaoZhu/DeepLearning A Chinese-language companion project to the 'Deep Learning' (flower book) textbook, re-explaining concepts via mathematical derivations and… | 23 | 7744 | maintenance |
| Kulbear/deep-learning-coursera A collection of completed programming assignments, quiz solutions, and notes for Andrew Ng's Deep Learning Specialization on Coursera, writ… | 10 | 7735 | maintenance |
| iamtrask/Grokking-Deep-Learning A collection of Jupyter Notebook chapters accompanying the book 'Grokking Deep Learning' by Andrew Trask. It teaches deep learning fundamen… | 32 | 7722 | maintenance |
| google-deepmind/open_x_embodiment Open X-Embodiment is a unified collection of open-sourced robot learning datasets from multiple institutions, formatted in the RLDS episode… | 50 | 2005 | active |
| llSourcell/Learn_Machine_Learning_in_3_Months A curated 3-month curriculum for learning machine learning, created by Siraj Raval to accompany his YouTube video. It links to courses and … | 32 | 7599 | maintenance |
| amusi/awesome-object-detection A curated awesome-list of papers, code repositories, and surveys on object detection in deep learning, covering models from R-CNN and YOLO … | 32 | 7505 | maintenance |
| wiseodd/generative-models A collection of reference implementations of generative models including GANs, VAEs, RBMs, and Helmholtz machines in PyTorch and TensorFlow… | 32 | 7494 | maintenance |
| ageron/handson-mlp A collection of Jupyter notebooks teaching machine learning and deep learning fundamentals in Python using Scikit-Learn, PyTorch, and Huggi… | 52 | 1917 | active |
| thunil/Physics-Based-Deep-Learning A curated collection of links to research works on physics-based deep learning (PBDL), combining physical modeling with deep learning techn… | 53 | 1908 | active |
| rasbt/python-machine-learning-book-2nd-edition The official code repository for the book 'Python Machine Learning (2nd edition)', containing Jupyter notebooks and Python scripts for each… | 32 | 7201 | maintenance |
| jsksxs360/How-to-use-Transformers A Chinese-language tutorial and code repository for quickly learning the Hugging Face Transformers library, covering NLP fundamentals throu… | 63 | 1891 | active |
| Fafa-DL/Lhy_Machine_Learning A collection of lecture slides, notes, and homework assignments for Hung-yi Lee's 2021/2022/2023 Spring Machine Learning courses, maintaine… | 32 | 7108 | maintenance |
| GMvandeVen/continual-learning A PyTorch research codebase implementing many continual learning methods (EWC, SI, LwF, XdG, replay variants, iCaRL, generative classifier,… | 45 | 1879 | active |
| afshinea/stanford-cs-230-deep-learning A collection of illustrated VIP cheatsheets (PDF and web) summarizing Stanford's CS 230 Deep Learning course, covering CNNs, RNNs, and deep… | 32 | 7064 | maintenance |
| princewen/tensorflow_practice A collection of TensorFlow 1.4 practice examples and tutorials covering reinforcement learning, NLP, and recommendation systems, written in… | 32 | 7017 | maintenance |
| yassouali/awesome-semi-supervised-learning A curated, regularly updated list of semi-supervised learning papers, methods, and resources, covering deep learning, computer vision, NLP,… | 32 | 1856 | active |
| MLEveryday/practicalAI-cn A Chinese translation of the practicalAI project, a collection of Jupyter notebooks teaching practical machine learning and deep learning w… | 66 | 6923 | maintenance |
| shsarv/Machine-Learning-Projects A curated collection of 26 end-to-end machine learning projects in Jupyter Notebooks covering deep learning, NLP, computer vision, healthca… | 74 | 1833 | active |
| trekhleb/machine-learning-experiments A collection of interactive machine learning experiments, each pairing a Jupyter/Colab training notebook with a browser-based demo page sho… | 56 | 1827 | active |
| kk7nc/Text_Classification A companion repository for the survey paper 'Text Classification Algorithms: A Survey', providing explanations and Python code for text cla… | 39 | 1820 | active |
| brevdev/launchables A collection of Jupyter notebook guides from the Brev.dev (NVIDIA Brev) team covering LLM fine-tuning, multi-modal models, image segmentati… | 70 | 1816 | active |
| yenchenlin/DeepLearningFlappyBird A Python demo that trains a Deep Q-Network (DQN) to play Flappy Bird from raw pixel input using TensorFlow, pygame, and OpenCV. It serves a… | 32 | 6818 | maintenance |
| Atcold/NYU-DLSP20 NYU Deep Learning Spring 2020 course materials by Yann LeCun and Alfredo Canziani, including Jupyter notebooks, slides, and videos. Covers … | 35 | 6810 | maintenance |
| krishnaik06/Data-Science-Projects-For-Resumes A curated collection of end-to-end data science projects (machine learning, deep learning, NLP, computer vision) designed to build a resume… | 25 | 1803 | active |
| KaimingHe/deep-residual-networks The official repository for the original ResNet-50, ResNet-101, and ResNet-152 models from the paper 'Deep Residual Learning for Image Reco… | 32 | 6753 | maintenance |
| TommyZihao/zihao_course A collection of open courses by Tongji Zihao (TommyZihao) covering computer vision, graph machine learning, explainable AI, and AI paper re… | 38 | 1794 | active |
| LastAncientOne/Deep_Learning_Machine_Learning_Stock A collection of Jupyter Notebook tutorials and studies applying machine learning and deep learning algorithms to stock price prediction. It… | 32 | 1785 | active |
| coderonion/awesome-yolo-object-detection A curated awesome-list of YOLO object detection projects, implementations, datasets, and deployment resources. It covers YOLO versions acro… | 43 | 1783 | active |
| tata1661/FSL-Mate FSL-Mate is a curated collection of resources for few-shot learning, containing a tracked paper list (FewShotPapers) and a PaddlePaddle-bas… | 67 | 1764 | active |
| lihanghang/NLP-Knowledge-Graph A curated Chinese-language collection of research notes, papers, tools, datasets, and links covering NLP, knowledge graphs, knowledge-base … | 34 | 1763 | active |
| PaddlePaddle/Research A collection of novel deep learning research works implemented with PaddlePaddle, covering top-conference papers and competition-winning mo… | 32 | 1763 | active |
| zhangqianhui/AdversarialNetsPapers A curated awesome-list of research papers on generative adversarial networks (GANs), organized by application area, theory, and tutorials, … | 32 | 6570 | maintenance |
| yandexdataschool/Practical_DL A deep learning course repository co-developed by YSDA, HSE and Skoltech, containing weekly lecture notes, seminar notebooks, and homework … | 57 | 1756 | active |
| linyiLYi/street-fighter-ai An AI agent trained with deep reinforcement learning to beat the final boss of Street Fighter II: Special Champion Edition, making decision… | 30 | 6521 | maintenance |
| tensorflow/nmt A TensorFlow tutorial and codebase teaching how to build neural machine translation (seq2seq) models from scratch, including attention mech… | 10 | 6454 | maintenance |
| microsoft/nlp-recipes Microsoft's collection of Jupyter notebooks and utility functions demonstrating best practices for building NLP systems with state-of-the-a… | 10 | 6429 | maintenance |
| kuangliu/pytorch-cifar A PyTorch reference repository for training image classification models on the CIFAR10 dataset, with implementations of many popular archit… | 32 | 6423 | maintenance |
| vahidk/EffectivePyTorch EffectivePyTorch is an open ebook of tutorials covering PyTorch fundamentals and best practices, including tensors, modules, TorchScript, d… | 38 | 1713 | active |
| dragen1860/TensorFlow-2.x-Tutorials A collection of TensorFlow 2.x tutorials and example code in Jupyter Notebooks, covering CNNs, RNNs, GANs, auto-encoders, Faster RCNN, GPT,… | 32 | 6340 | maintenance |
| nfmcclure/tensorflow_cookbook The official code repository for the book 'TensorFlow Machine Learning Cookbook' by Nick McClure, containing Jupyter Notebook recipes for T… | 32 | 6238 | maintenance |
| Atcold/NYU-DLSP21 Course materials for NYU's Deep Learning (DS-GA 1008) Spring 2021 class taught by Yann LeCun and Alfredo Canziani, including slides, Jupyte… | 55 | 1675 | stable |
| NVIDIA/trt-samples-for-hackathon-cn An NVIDIA-maintained tutorial repository for TensorRT beginners and developers, containing a 'cookbook' of rich code examples covering API … | 84 | 1666 | active |
| unclestrong/DeepLearning_LHY21_Notes A collection of study notes for Hung-yi Lee's 2021 Deep Learning course, organized as PDF files covering regression, CNNs, transformers, GA… | 32 | 1664 | stable |
| amrzv/awesome-colab-notebooks A curated collection of Google Colaboratory notebooks for machine learning and deep learning experiments. It aggregates links to Colab note… | 75 | 1655 | active |
| Tongyun1/from-minimind-to-more A detailed Chinese-language study guide and annotated walkthrough of the Minimind project for training a large language model from scratch,… | 53 | 1652 | active |
| p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch A collection of PyTorch implementations of deep reinforcement learning algorithms (DQN, PPO, SAC, TD3, DDPG, A3C, HER, hierarchical RL) wit… | 32 | 5938 | maintenance |
| AIFengheshu/Plug-play-modules A curated collection of plug-and-play neural network modules (attention mechanisms, convolutions, fusion blocks) extracted from 2024-2025 p… | 32 | 1606 | active |
| deepseek-ai/DeepSeek-Math-V2 DeepSeekMath-V2 is a research release from DeepSeek AI presenting an open large language model trained for self-verifiable mathematical rea… | 41 | 1603 | active |
| EdjeElectronics/TensorFlow-Lite-Object-Detection-on-Android-and-Raspberry-Pi A tutorial repository with Jupyter notebooks teaching how to train, convert, and deploy custom TensorFlow Lite object detection models on e… | 35 | 1592 | active |
| karpathy/LLM101n LLM101n is a planned course by Andrej Karpathy and Eureka Labs that teaches building a Storyteller AI large language model end-to-end, from… | 10 | 37505 | experimental |
| Tencent-Hunyuan/Tencent-Hunyuan-Large Official repository for Tencent Hunyuan-Large, a 52B-parameter (A13B active) mixture-of-experts open-source large language model with up to… | 22 | 1582 | active |
| adam-maj/deep-learning An educational repository tracing the full history of deep learning, from feed-forward networks to GPT-4o, organized around seven key const… | 24 | 1575 | stable |
| Google-Health/medgemma MedGemma is a collection of Gemma 3 model variants trained on medical text and imagery (a 4B multimodal version and a 27B text-only version… | 59 | 1574 | active |
| Osilly/Vision-R1 Vision-R1 is the official repository for a research paper on training reasoning-capable multimodal large language models using R1-like rein… | 53 | 1571 | active |
| wepe/MachineLearning A collection of educational implementations of common machine learning and deep learning algorithms in Python (with some C++), accompanied … | 32 | 5752 | maintenance |
| fastai/courses The official lecture materials and notebooks for fast.ai's Practical Deep Learning for Coders course (2017 edition). It provides hands-on J… | 32 | 5748 | maintenance |
| jeffheaton/t81_558_deep_learning A university course repository (T81-558, Washington University in St. Louis) containing full Jupyter notebook materials for applying deep n… | 58 | 5734 | maintenance |
| bentrevett/pytorch-seq2seq A collection of Jupyter notebook tutorials on implementing sequence-to-sequence (seq2seq) models in PyTorch, covering encoder-decoder RNNs,… | 32 | 5707 | maintenance |
| dennybritz/cnn-text-classification-tf A simplified TensorFlow implementation of Kim's CNN architecture for sentence classification, accompanying a WildML blog post. It serves pr… | 32 | 5685 | maintenance |
| Kedreamix/Awesome-Talking-Head-Synthesis A curated awesome-list repository collecting papers, code, datasets, tools, and resources on talking head synthesis, including audio-driven… | 64 | 1547 | active |
| Generative Deep Learning (book code) The official companion codebase for the O'Reilly book 'Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play' (2nd … | 32 | 1546 | active |
| Zymrael/awesome-neural-ode A curated awesome-list of research papers, code, and resources on Neural ODEs and the interplay between differential equations, deep learni… | 32 | 1544 | active |
| JosephPai/Awesome-Talking-Face A curated awesome-list of papers, code, datasets, and project pages related to talking face/head generation, covering audio-driven, text-dr… | 32 | 1535 | active |
| facebookresearch/fastMRI fastMRI is a large-scale dataset of raw k-space MRI measurements and clinical MRI images released by Facebook AI Research and NYU Langone H… | 10 | 1533 | stable |
| borisbanushev/stockpredictionai An educational Jupyter notebook demonstrating a complete pipeline for predicting stock price movements using a GAN with an LSTM generator a… | 49 | 5593 | maintenance |
| EricGuo5513/HumanML3D HumanML3D is a large 3D human motion-language dataset with 14,616 motion clips and 44,970 text descriptions, built from HumanAct12 and AMAS… | 32 | 1522 | stable |
| nivu/ai_all_resources A curated list of the best artificial intelligence, machine learning, and deep learning learning resources, including tutorials, blogs, and… | 66 | 1520 | active |
| udacity/deep-learning-v2-pytorch A collection of Jupyter Notebook tutorials and projects from Udacity's Deep Learning Nanodegree program, implemented in PyTorch. It covers … | 32 | 5518 | maintenance |
| dvgodoy/PyTorchStepByStep The official companion repository for the book 'Deep Learning with PyTorch Step-by-Step: A Beginner's Guide', containing one runnable Jupyt… | 63 | 1484 | active |
| modelscope/modelscope-classroom ModelScope Classroom is a collection of deep learning and large language model tutorials from the ModelScope community, delivered as Jupyte… | 61 | 1482 | active |
| m2dsupsdlclass/lectures-labs A collection of lecture slides and Jupyter lab notebooks for a Master Year 2 Data Science Deep Learning course at Institut Polytechnique de… | 23 | 1470 | active |
| elicit/machine-learning-list A curated, tiered reading list and curriculum for learning machine learning with a focus on language models and foundation models, from fun… | 49 | 1464 | active |
| ikatsov/tensor-house TensorHouse is a collection of reference Jupyter notebooks and demo AI/ML applications covering enterprise use cases such as marketing, pri… | 23 | 1452 | active |
| deep-learning-with-pytorch/dlwpt-code The official companion code repository for the Manning book 'Deep Learning with PyTorch' by Stevens, Antiga, and Viehmann. It contains Jupy… | 23 | 5232 | maintenance |
| jaungiers/LSTM-Neural-Network-for-Time-Series-Prediction A Keras/TensorFlow implementation of an LSTM neural network for predicting time series steps and sequences, with sine wave and stock market… | 32 | 5215 | maintenance |
| Sun-Haoyuan23/Awesome-RL-based-Reasoning-MLLMs A curated awesome-list repository collecting papers and resources on reinforcement learning-based reasoning for multimodal large language m… | 63 | 1441 | active |
| LirongWu/awesome-graph-self-supervised-learning A curated awesome-list of papers, code, and datasets for self-supervised learning on graphs, accompanying a TKDE survey paper. It organizes… | 32 | 1436 | active |
| udacity/deep-reinforcement-learning The official repository of Jupyter Notebook tutorials and exercises for Udacity's Deep Reinforcement Learning Nanodegree program. It provid… | 73 | 5176 | maintenance |