resource: deep-learning
777 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| Ramakm/ai-hands-on A collection of Jupyter notebooks and supporting files that teach AI engineering from first principles, covering math, PyTorch, neural netw… | 60 | 1432 | active |
| sreeharierk/datascience A curated compilation of free resources for learning data science, organized as a roadmap covering fundamentals like linear algebra, data s… | 62 | 5153 | maintenance |
| victoresque/pytorch-template A PyTorch project template providing a clear folder structure, JSON config files, CLI overrides, checkpointing, and abstract base classes f… | 32 | 5119 | maintenance |
| humphd/have-fun-with-machine-learning A hands-on beginner's guide to machine learning and image classification with convolutional neural networks, using Caffe and DIGITS. It wal… | 32 | 5110 | maintenance |
| no-magic-ai/no-magic A curated collection of 48 single-file, zero-dependency Python implementations of core AI algorithms, from GPT and LSTM to LoRA, quantizati… | 67 | 1410 | active |
| rasbt/python-machine-learning-book-3rd-edition The official code repository for the book 'Python Machine Learning, 3rd Edition' by Sebastian Raschka and Vahid Mirjalili, containing Jupyt… | 32 | 5050 | maintenance |
| Nyandwi/machine_learning_complete A comprehensive open-source machine learning learning package containing 35 interactive Jupyter notebooks covering Python, data analysis, c… | 32 | 5038 | maintenance |
| MedMNIST/MedMNIST MedMNIST is a collection of 18 standardized biomedical image classification datasets (12 2D and 6 3D), available in multiple sizes from MNI… | 33 | 1398 | stable |
| huggingface/deep-rl-class The Hugging Face Deep Reinforcement Learning Course, a free educational resource with MDX course content and hands-on notebooks covering th… | 70 | 4996 | maintenance |
| philschmid/deep-learning-pytorch-huggingface A collection of Jupyter notebook tutorials and examples for deep learning with PyTorch and Hugging Face libraries like Transformers, Datase… | 35 | 1392 | active |
| fastai/course-v3 The third edition of the fast.ai 'Practical Deep Learning for Coders' course, containing Jupyter notebooks and course materials. It is desi… | 32 | 4911 | maintenance |
| jcjohnson/pytorch-examples A collection of self-contained Python examples that introduce PyTorch fundamentals, from numpy baselines to tensors, autograd, nn modules, … | 32 | 4906 | maintenance |
| meituan-longcat/LongCat-Flash-Chat LongCat-Flash-Chat is the official repository for Meituan's LongCat-Flash, a 560-billion-parameter Mixture-of-Experts (MoE) foundation lang… | 58 | 1365 | active |
| tum-pbs/pbdl-book An open-source Jupyter book on combining deep learning with physical simulations and numerical methods, readable online or as a PDF. It inc… | 48 | 1361 | active |
| ModelTC/LightX2V-Qwen-Image-Lightning Qwen-Image-Lightning provides distilled LoRA weights that accelerate the Qwen-Image text-to-image and image-editing models to 4-8 step infe… | 45 | 1356 | active |
| Spandan-Madan/DeepLearningProject An in-depth end-to-end tutorial of a machine learning pipeline, originally built for a Harvard data science class, covering dataset creatio… | 23 | 4814 | maintenance |
| weiaicunzai/pytorch-cifar100 A PyTorch practice repository implementing dozens of classic CNN architectures (ResNet, DenseNet, VGG, GoogLeNet, Inception variants, Xcept… | 32 | 4776 | maintenance |
| tanishqkumar/beyond-nanogpt An educational repository of minimal, annotated, from-scratch implementations of ~100 modern deep learning techniques, bridging nanoGPT and… | 48 | 1340 | active |
| INTERMT/Awesome-PyTorch-Chinese A curated Chinese-language collection of PyTorch learning resources, including tutorials, manuals, video courses, books, papers, and practi… | 32 | 4769 | maintenance |
| jmtomczak/intro_dgm A companion repository of introductory Jupyter Notebook examples for the book 'Deep Generative Modeling' by Jakub Tomczak. It provides simp… | 68 | 1336 | active |
| ChanChiChoi/awesome-Face_Recognition A curated awesome-list collecting research papers (mainly from arXiv) on face-related computer vision topics such as detection, alignment, … | 32 | 4754 | maintenance |
| khanhnamle1994/cracking-the-data-science-interview A curated collection of cheatsheets, ebooks, interview questions, case studies, and portfolio projects for data science and machine learnin… | 32 | 4743 | maintenance |
| andri27-ts/Reinforcement-Learning A 60-day structured course for learning Deep Reinforcement Learning, combining curated lectures (mainly from DeepMind and Berkeley) with Py… | 32 | 4737 | maintenance |
| keon/deep-q-learning A minimal, under-100-lines implementation of Deep Q-Learning (DQN and Double DQN) in Python using Keras and Gymnasium, built as a companion… | 70 | 1328 | active |
| alirezadir/Production-Level-Deep-Learning A curated engineering guideline for building and deploying production-level deep learning systems, covering the full ML project lifecycle f… | 44 | 4659 | maintenance |
| sweetice/Deep-reinforcement-learning-with-pytorch A collection of clear PyTorch implementations of classic and state-of-the-art deep reinforcement learning algorithms such as DQN, A3C, PPO,… | 32 | 4651 | maintenance |
| VikParuchuri/zero_to_gpt A free course of Jupyter notebooks that takes learners from no deep learning knowledge to implementing a GPT model from scratch in Python a… | 32 | 1309 | active |
| asheeshcric/awesome-contrastive-self-supervised-learning A curated awesome-list of research papers on contrastive self-supervised learning, organized by year and topic with links to arXiv papers a… | 32 | 1309 | active |
| hyunwoongko/transformer A from-scratch PyTorch implementation of the Transformer model from the paper 'Attention Is All You Need', written for educational purposes… | 46 | 4645 | maintenance |
| OUCMachineLearning/OUCML A curated collection of machine learning and deep learning study materials, most notably the 'One Day One GAN' (ODOG) series of GAN impleme… | 32 | 4598 | maintenance |
| fahadshamshad/awesome-transformers-in-medical-imaging A curated awesome-list of papers and open-source implementations on applications of Transformers in medical imaging, complementing the auth… | 72 | 1296 | active |
| glouppe/info8010-deep-learning Lecture materials and Jupyter notebook code for INFO8010 Deep Learning, a university course taught by Gilles Louppe at ULiège. It covers ma… | 67 | 1292 | active |
| hemingkx/SpeculativeDecodingPapers A regularly updated curated reading list (awesome list) of must-read papers, blogs, and tutorials on speculative decoding for efficient lar… | 68 | 1291 | active |
| Lightning-AI/deep-learning-project-template A seed template from Lightning AI for starting new deep learning and ML research projects with PyTorch Lightning. It ships a pre-structured… | 10 | 1287 | stable |
| astorfi/TensorFlow-World A collection of simple, ready-to-use tutorials for TensorFlow, each with source code and accompanying documentation hosted in a wiki. It se… | 23 | 4488 | maintenance |
| hkproj/pytorch-transformer A from-scratch PyTorch implementation of the Transformer architecture from the paper 'Attention Is All You Need'. It accompanies a YouTube … | 29 | 1271 | stable |
| hunkim/DeepLearningZeroToAll A collection of Jupyter Notebook lab code accompanying Korean-language TensorFlow basic tutorial videos, covering deep learning fundamental… | 32 | 4482 | maintenance |
| dataflowr/notebooks Jupyter notebook code and practicals for the Dataflowr 'Deep Learning DIY' course, covering PyTorch tensors, autodiff, CNNs, optimization, … | 70 | 1268 | active |
| Kyubyong/transformer A readable TensorFlow 1.x implementation of the Transformer architecture from the paper 'Attention Is All You Need', targeted at machine tr… | 32 | 4474 | maintenance |
| AIGeniusInstitute/AI-Agent-In-Action An open-source Chinese-language book, 'AI Agent In Action' (《AI Agent 开发实战》), covering AI agent theory, architecture, and development from … | 22 | 1266 | active |
| callummcdougall/ARENA_3.0 ARENA is a hands-on curriculum of exercises and Streamlit pages covering deep learning fundamentals, transformer interpretability, RL, and … | 72 | 1257 | active |
| BinRoot/TensorFlow-Book The official companion source code repository for the book 'Machine Learning with TensorFlow', organized as Jupyter Notebooks per chapter. … | 32 | 4427 | maintenance |
| openvinotoolkit/open_model_zoo A collection of pre-trained deep learning models (Intel and public) plus demos and tools for use with the OpenVINO inference toolkit. It in… | 77 | 4420 | maintenance |
| cwchenwang/awesome-3d-diffusion A curated awesome-list of research papers on diffusion models for 3D generation, accompanied by a survey paper. It organizes papers by tech… | 56 | 1254 | active |
| whwangovo/pyre-code A self-hosted coding practice platform with ~76 ML implementation problems covering attention, training, RLHF, diffusion, and GNNs, graded … | 51 | 1253 | active |
| wzhe06/Ad-papers A curated collection of academic papers, tutorials, and industry resources on computational advertising, including CTR prediction, embeddin… | 32 | 4397 | maintenance |
| SerialLain3170/AwesomeAnimeResearch A curated awesome-list of research papers, datasets, and repositories related to anime and manga, covering machine learning topics like ima… | 74 | 1246 | active |
| yfzhang114/Generalization-Causality A curated collection of academic papers with the author's personal reading notes covering domain generalization, out-of-distribution robust… | 32 | 1241 | active |
| huggingface/diffusion-models-class A free open-source course from Hugging Face teaching the theory and practice of diffusion models using the Diffusers library and PyTorch. I… | 70 | 4358 | maintenance |
| gaussic/text-classification-cnn-rnn A TensorFlow implementation of Chinese text classification using character-level CNN and RNN models, based on THUCNews data. It serves prim… | 32 | 4301 | maintenance |
| xiaotudui/pytorch-tutorial A beginner-friendly PyTorch deep learning tutorial series with accompanying source code in the src folder, primarily delivered as a complet… | 57 | 4290 | maintenance |
| qiaohaoforever/DeepLearningFromScratch An electronic edition and companion source code for the Chinese translation of the book 'Deep Learning from Scratch' (Deep Learning from Sc… | 57 | 1218 | stable |
| Linfeng-Tang/Image-Fusion A curated survey and paper collection on deep learning-based image fusion, accompanying the survey 'Deep Learning-based Image Fusion: A Sur… | 75 | 1214 | active |
| cs230-stanford/cs230-code-examples A collection of PyTorch and TensorFlow code examples created for Stanford's CS230 deep learning course, covering computer vision and NLP ta… | 32 | 4228 | maintenance |
| wangshusen/DeepLearning Course materials for CS583: Deep Learning, including lecture slides and notes in PDF/TeX covering machine learning basics, regression, clas… | 32 | 4221 | maintenance |
| roatienza/Deep-Learning-Experiments A collection of deep learning lecture notes (PDFs), videos, and PyTorch Jupyter notebook experiments covering topics from MLPs and CNNs to … | 66 | 1198 | active |
| satellite-image-deep-learning/datasets A curated catalog of datasets for deep learning with satellite and aerial imagery, including Sentinel missions, remote sensing hubs, and be… | 75 | 1192 | active |
| lisa-lab/DeepLearningTutorials A collection of deep learning tutorial notes and Python code from the LISA lab, teaching core deep learning algorithms using the Theano lib… | 32 | 4150 | maintenance |
| aws/deep-learning-containers AWS Deep Learning Containers are pre-built, security-patched Docker images for running AI/ML workloads on AWS services like EC2, EKS, and S… | 96 | 1186 | active |
| dreddnafious/thereisnospoon A machine learning primer written from first principles as a single markdown document with inline visualizations. It teaches engineers to r… | 48 | 1184 | active |
| SkalskiP/vlms-zero-to-hero A tutorial series of Jupyter notebooks teaching the path from NLP and computer vision fundamentals to Vision-Language Models. Each notebook… | 22 | 1179 | active |
| uncbiag/Awesome-Foundation-Models An awesome-style curated list of foundation models—large pretrained models such as BERT, GPT-3, and DALL-E—for vision and language tasks. I… | 65 | 1176 | active |
| AntonioLonga/PytorchGeometricTutorial A collection of Jupyter Notebook tutorials and accompanying YouTube videos on Geometric Deep Learning using the PyTorch Geometric library. … | 52 | 1173 | active |
| udacity/deep-learning A collection of Jupyter Notebook tutorials and projects from Udacity's Deep Learning Nanodegree Foundations program. It covers implementing… | 32 | 4053 | maintenance |
| MarkMoHR/Awesome-Image-Colorization A curated awesome-list of deep learning based image and video colorization papers, organized by automatic, user-guided, and video colorizat… | 76 | 1164 | active |
| oneapi-src/oneAPI-samples A collection of sample code for Intel oneAPI Toolkits, covering SYCL C++, Python, and Fortran across CPU, GPU, and FPGA targets. Samples ar… | 70 | 1160 | active |
| yandex-research/rtdl RTDL is a curated collection of research papers and accompanying Python/PyTorch packages on deep learning for tabular data from Yandex Rese… | 71 | 1158 | active |
| d2l-ai/berkeley-stat-157 Course homepage and materials for STAT 157, an Introduction to Deep Learning class taught at UC Berkeley in Spring 2019 by Alex Smola and M… | 32 | 4005 | maintenance |
| hans0809/MiniMind-in-Depth A tutorial series providing line-by-line source code analysis of the MiniMind lightweight LLM project, covering tokenizer training, RoPE, M… | 31 | 1152 | active |
| cedrickchee/awesome-transformer-nlp A curated awesome-list of NLP resources focused on Transformer networks, attention mechanisms, GPT/BERT, ChatGPT, LLMs, and transfer learni… | 32 | 1149 | active |
| hunkim/PyTorchZeroToAll A collection of PyTorch tutorial materials including lecture slides and video lectures, designed as a quick 3-4 day crash course for HKUST … | 32 | 3978 | maintenance |
| snowkylin/tensorflow-handbook A concise open-source handbook (available online at tf.wiki in Simplified Chinese, Traditional Chinese, and English) for getting started wi… | 32 | 3925 | maintenance |
| hwalsuklee/tensorflow-generative-model-collections A collection of TensorFlow implementations of various generative models, including many GAN variants (GAN, WGAN, WGAN-GP, CGAN, infoGAN, AC… | 32 | 3918 | maintenance |
| Sentdex/pygta5 A reboot of Sentdex's project using Python and deep learning to play Grand Theft Auto 5, featuring an AI driver called Charles trained via … | 32 | 3906 | maintenance |
| simoninithomas/Deep_reinforcement_learning_Course A collection of Jupyter Notebook implementations from the free 'Deep Reinforcement Learning' course, covering algorithms like DQN, PPO, and… | 32 | 3900 | maintenance |
| offchan42/machine-learning-curriculum A curated curriculum and resource list for learning machine learning, deep learning, and reinforcement learning. It links to courses, video… | 32 | 1128 | active |
| skygazer42/DL-Hub DL-Hub is a comprehensive PyTorch deep learning learning repository with 339 lessons across 8 tracks (vision, NLP, GNN, point cloud, genera… | 77 | 1114 | active |
| allmachinelearning/MachineLearning A curated collection of machine learning learning resources, primarily in Chinese, covering textbooks, courses, code implementations, and d… | 32 | 3839 | maintenance |
| rasbt/LLM-workshop-2024 A 4-hour hands-on coding workshop by Sebastian Raschka that teaches how large language models are implemented and used, based on his 'Build… | 24 | 1113 | active |
| PRIV-Creation/Awesome-Controllable-T2I-Diffusion-Models A curated awesome-list of research papers and resources on controllable generation with text-to-image diffusion models, accompanying an arX… | 30 | 1110 | active |
| TrickyGo/Dive-into-DL-TensorFlow2.0 A Chinese-language open-source book that ports the 'Dive into Deep Learning' (D2L) textbook's MXNet code examples to TensorFlow 2.0, presen… | 23 | 3823 | maintenance |
| MLNLP-World/DeepLearning-MuLi-Notes A community-maintained collection of Chinese markdown notes and annotated Jupyter/PyTorch code accompanying Mu Li's 'Dive into Deep Learnin… | 32 | 3822 | maintenance |
| vivekkalyanarangan30/llm_from_scratch A hands-on Python/PyTorch curriculum that builds large language models from scratch, covering transformer architecture, training, modern im… | 39 | 1102 | active |
| Sophia-11/Machine-Learning-Notes A collection of 214 pages of handwritten study notes covering all 16 chapters of Zhou Zhihua's Machine Learning textbook (the 'Watermelon B… | 32 | 3783 | maintenance |
| serengil/tensorflow-101 A collection of Jupyter notebooks and Python scripts teaching deep learning with TensorFlow and Keras through hands-on projects. It covers … | 46 | 1099 | active |
| xitu/tensorflow-docs A community-maintained Chinese translation of the official TensorFlow documentation, maintained by the Juejin Translation Plan. It provides… | 32 | 3781 | maintenance |
| apachecn/hands-on-ml-zh A Chinese translation of the book 'Hands-On Machine Learning with Scikit-Learn and TensorFlow' (2nd edition), built with GitBook and distri… | 10 | 3774 | maintenance |
| Projects-Developer/50-Final-Year-Projects-with-Source-Code A curated collection of 50 final-year academic projects for computer science and engineering students, each with source code, synopsis, rep… | 49 | 1097 | active |
| weiruihhh/cs336_note_and_hw A collection of personal course notes and completed homework solutions for Stanford CS336: Building Large Language Models from scratch. It … | 55 | 1088 | active |
| jla524/fromthetensor A 10-week course outline for learning deep learning from first principles by implementing papers, from tensors up to Stable Diffusion. It i… | 66 | 1084 | active |
| unipds-engenharia-de-ia-aplicada/engenharia-de-software-com-ia-aplicada A companion repository of code examples, demos, and reference links for the UNIPDS postgraduate program 'Engenharia de Software com IA Apli… | 60 | 1084 | active |
| Candy-CY/Hyperspectral-Image-Classification-Models A curated collection of 86 hyperspectral remote sensing image classification models reproduced from published papers. It serves as a refere… | 74 | 1077 | active |
| yangwohenmai/LSTM A Chinese-language tutorial collection of LSTM neural network examples for time series forecasting, built on TensorFlow and Keras. It cover… | 32 | 3678 | maintenance |
| lucasjinreal/tensorflow_poems A TensorFlow-based deep learning project that trains an LSTM/RNN model on ~40,000 Tang dynasty poems to automatically generate classical Ch… | 32 | 3630 | maintenance |
| junxiaosong/AlphaZero_Gomoku A Python implementation of the AlphaZero algorithm that trains a Gomoku (Five in a Row) AI purely through self-play using MCTS and a policy… | 32 | 3625 | maintenance |
| DjangoPeng/LLM-quickstart A quickstart learning resource for large language models combining theoretical study with hands-on fine-tuning practice, delivered as Jupyt… | 38 | 1056 | active |
| wdndev/llama3-from-scratch-zh A Chinese-language Jupyter Notebook tutorial that implements the Llama3 8B model from scratch, translating naklecha's llama3-from-scratch g… | 24 | 1054 | stable |
| PacktPublishing/Hands-On-Graph-Neural-Networks-Using-Python The official code repository for the Packt book 'Hands-On Graph Neural Networks Using Python', containing Jupyter Notebook examples for cha… | 69 | 1053 | stable |
| analyticalrohit/pytorch_fundamentals A hands-on Jupyter notebook tutorial introducing PyTorch fundamentals, covering tensor initialization, operations, indexing, reshaping, bro… | 47 | 1053 | active |
| huaweicloud/ModelArts-Lab A collection of example code and datasets for learning AI development on Huawei Cloud's ModelArts platform. It covers ExeML (no-code model … | 67 | 1044 | active |