resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| Nyandwi/machine_learning_complete A comprehensive open-source machine learning learning package containing 35 interactive Jupyter notebooks covering Python, data analysis, c… | 32 | 5039 | maintenance |
| databricks/LearningSparkV2 The official companion repository for the book 'Learning Spark: Lightning-Fast Data Analytics, 2nd Edition', containing example Spark appli… | 34 | 1402 | active |
| robotics-survey/Awesome-Robotics-Foundation-Models A curated awesome-list companion to the survey paper 'Foundation Models in Robotics: Applications, Challenges, and the Future', cataloging … | 27 | 1402 | active |
| MedMNIST/MedMNIST MedMNIST is a collection of 18 standardized biomedical image classification datasets (12 2D and 6 3D), available in multiple sizes from MNI… | 32 | 1399 | stable |
| musikalkemist/AudioSignalProcessingForML A collection of Jupyter notebooks and slides accompanying a YouTube course on audio signal processing for machine learning. It covers funda… | 74 | 1398 | active |
| 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 | 5007 | maintenance |
| INRIA/scikit-learn-mooc The source material for a free MOOC teaching machine learning in Python with scikit-learn, developed by INRIA. It includes didactic lessons… | 68 | 1393 | active |
| 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 | 1393 | active |
| IQuestLab/IQuest-Coder-V1 IQuest-Coder-V1 is a family of open code large language models (7B, 14B, and 40B variants including Base, Instruct, and Thinking versions) … | 47 | 1392 | active |
| poloclub/diffusiondb DiffusionDB is the first large-scale text-to-image prompt gallery dataset, containing 14 million images generated by Stable Diffusion from … | 32 | 1392 | stable |
| hendrycks/math The MATH Dataset is a benchmark of 12,500 competition mathematics problems with full step-by-step solutions, used to measure mathematical p… | 50 | 1388 | stable |
| boyu-ai/Hands-on-RL An open-source Chinese-language textbook, 'Hands-on Reinforcement Learning', teaching reinforcement learning from basics to mainstream algo… | 32 | 4973 | maintenance |
| intro-stat-learning/ISLP_labs Up-to-date Jupyter notebook labs accompanying the textbook 'An Introduction to Statistical Learning with Python' (ISLP), maintained by the … | 65 | 1382 | active |
| OpenDriveLab/Birds-eye-view-Perception An awesome-list and survey companion for bird's-eye-view (BEV) perception in autonomous driving, paired with an open-source PyTorch BEV too… | 37 | 1382 | active |
| Computer-Vision-in-the-Wild/CVinW_Readings An awesome-style curated collection of research papers on Computer Vision in the Wild (CVinW), covering task-level transfer with pre-traine… | 32 | 1373 | 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 | 4910 | 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 |
| MingchaoZhu/InterpretableMLBook A Chinese translation of Christoph Molnar's 'Interpretable Machine Learning' book, hosted on GitHub with downloadable releases. It systemat… | 23 | 4897 | maintenance |
| XiaomiMiMo/MiMo-V2-Flash MiMo-V2-Flash is a 309B-parameter Mixture-of-Experts language model (15B active) from Xiaomi designed for efficient reasoning, coding, and … | 43 | 1367 | active |
| 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… | 57 | 1365 | active |
| bismex/Awesome-person-re-identification A curated awesome-list of research papers on person re-identification (ReID), organized by conference and year, with links to arXiv or open… | 32 | 1362 | 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… | 62 | 1358 | active |
| google-gemini/starter-applets A collection of small starter apps from Google AI Studio demonstrating how to build interactive experiences with the Gemini API. Each apple… | 10 | 1357 | active |
| allenai/objaverse-xl Objaverse-XL is an open dataset of over 10 million annotated 3D objects, along with Python API scripts for downloading, processing, and Ble… | 18 | 1354 | stable |
| zzli2022/Awesome-System2-Reasoning-LLM A curated awesome-list tracking the latest advances in System-2 reasoning for large language models, accompanying a survey paper on reasoni… | 32 | 1353 | 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 | 4813 | maintenance |
| benedekrozemberczki/awesome-graph-classification A curated awesome-list of graph classification, embedding, and representation learning papers organized into matrix factorization, spectral… | 23 | 4801 | maintenance |
| facebookresearch/uco3d uCO3D (UnCommon Objects in 3D) is a large-scale dataset from Meta AI containing ~170,000 turn-table videos of objects from ~1000 LVIS categ… | 44 | 1345 | stable |
| tanishqkumar/beyond-nanogpt An educational repository of minimal, annotated, from-scratch implementations of ~100 modern deep learning techniques, bridging nanoGPT and… | 48 | 1344 | active |
| weiaicunzai/pytorch-cifar100 A PyTorch practice repository implementing dozens of classic CNN architectures (ResNet, DenseNet, VGG, GoogLeNet, Inception variants, Xcept… | 32 | 4776 | maintenance |
| OpenDriveLab/DriveLM DriveLM is a research project and dataset for autonomous driving built around Graph Visual Question Answering (GVQA), where QA pairs about … | 41 | 1340 | active |
| Open-Source-O1/Open-O1 Open O1 is an open-source effort to replicate the reasoning capabilities of OpenAI's proprietary O1 model by curating chain-of-thought SFT … | 22 | 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 | 4772 | 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 | 4755 | 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 | 4755 | maintenance |
| aswintechguy/Machine-Learning-Projects A collection of mini machine learning projects implemented as Jupyter notebooks, covering classification and regression tasks. It includes … | 37 | 1335 | active |
| 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 | 4735 | 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… | 69 | 1329 | active |
| gboeing/ppde642 PPDE642 is the second course in a two-course USC urban data science series, providing Jupyter notebook course materials on spatial analysis… | 74 | 1319 | active |
| ATH-MaaS/Awesome-Unified-Multimodal-Models A curated awesome-list repository accompanying a survey paper on unified multimodal models that handle both image-text understanding and ge… | 52 | 1315 | 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 |
| harveyai/harvey-labs Harvey LAB (Legal Agent Benchmark) is an open-source benchmark from Harvey AI for evaluating LLM agents on realistic legal work, spanning 2… | 59 | 1312 | active |
| tim-learn/awesome-test-time-adaptation A curated awesome-list of research papers, surveys, and resources on test-time adaptation under distribution shifts, covering source-free d… | 55 | 1311 | 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 | 4651 | 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 | 4650 | 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 | 1308 | 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 | 1308 | active |
| Tebmer/Awesome-Knowledge-Distillation-of-LLMs A curated awesome-list of research papers accompanying the survey 'A Survey on Knowledge Distillation of Large Language Models'. It organiz… | 30 | 1306 | active |
| PatWalters/practical_cheminformatics_tutorials A collection of Jupyter notebook tutorials for learning practical cheminformatics using open-source tools like RDKit, datamol, and molfeat.… | 76 | 1304 | active |
| mallahyari/ml-practical-usecases A curated database of 650 machine learning system design case studies from over 100 companies like Netflix, Airbnb, and DoorDash. It compil… | 41 | 1302 | active |
| InsaneLife/ChineseNLPCorpus A curated collection of Chinese natural language processing datasets, including reading comprehension, task-oriented dialogue, and other NL… | 32 | 4613 | 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 | 1297 | active |
| OpenBuddy/OpenBuddy OpenBuddy is a family of open multilingual chatbot LLMs fine-tuned from Falcon and LLaMA base models with extended vocabulary and CJK token… | 41 | 1297 | active |
| susanli2016/Machine-Learning-with-Python A collection of Jupyter Notebooks demonstrating common machine learning algorithms in Python, covering regression, classification, clusteri… | 43 | 4591 | maintenance |
| valeman/awesome-conformal-prediction A curated awesome-list of resources on conformal prediction, including tutorials, videos, books, papers, theses, and open-source libraries … | 67 | 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… | 67 | 1292 | active |
| XueFuzhao/awesome-mixture-of-experts A curated awesome-list collecting papers, open models, and libraries about Mixture-of-Experts (MoE) architectures in deep learning. It serv… | 32 | 1290 | 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 |
| itskonrad/miniMNIST-c A minimal neural network written in roughly 200 lines of dependency-free, standard-library-only C that trains a two-layer MLP (ReLU hidden … | 22 | 1285 | stable |
| pytorch-transformer A from-scratch PyTorch implementation of the Transformer architecture from the paper 'Attention Is All You Need'. It accompanies a YouTube … | 29 | 1282 | stable |
| musicinformationretrieval/musicinformationretrieval.com A collection of instructional Jupyter notebooks teaching music information retrieval (MIR) concepts, from Python and audio basics to featur… | 60 | 1280 | active |
| 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 | 1280 | active |
| mims-harvard/TDC Therapeutics Data Commons (TDC) is an open-science initiative and Python library providing AI-ready datasets, machine learning tasks, and c… | 46 | 1279 | active |
| TommyZihao/vlm_arm A tutorial project connecting a Mycobot 280 Pi robotic arm to multimodal large language models (GPT-4o, Claude 3, Yi-Vision, Qwen-VL) to bu… | 55 | 1275 | active |
| sail-sg/understand-r1-zero A research codebase and paper reproduction for critically analyzing R1-Zero-like LLM training, examining the roles of base models and reinf… | 37 | 1274 | active |
| 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 |
| jobbole/awesome-machine-learning-cn A Chinese-language translation and annotation of the awesome-machine-learning curated list, cataloging machine learning frameworks, librari… | 32 | 4486 | maintenance |
| hunkim/DeepLearningZeroToAll A collection of Jupyter Notebook lab code accompanying Korean-language TensorFlow basic tutorial videos, covering deep learning fundamental… | 32 | 4484 | maintenance |
| 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 | 4475 | maintenance |
| whwangovo/pyre-code A self-hosted coding practice platform with ~76 ML implementation problems covering attention, training, RLHF, diffusion, and GNNs, graded … | 51 | 1268 | active |
| ericyangyu/PPO-for-Beginners A minimal, well-documented PyTorch implementation of Proximal Policy Optimization (PPO) designed as a companion to a Medium tutorial series… | 32 | 1268 | stable |
| dataflowr/notebooks Jupyter notebook code and practicals for the Dataflowr 'Deep Learning DIY' course, covering PyTorch tensors, autodiff, CNNs, optimization, … | 70 | 1267 | active |
| mGalarnyk/Python_Tutorials A collection of Python, machine learning, and AI tutorials provided as Jupyter Notebooks with companion blog posts and YouTube videos. It c… | 76 | 1266 | active |
| modal-labs/modal-examples A curated collection of example programs for Modal, a serverless cloud platform, covering use cases like LLM serving, image generation, spe… | 77 | 1264 | active |
| pprp/SimpleCVReproduction A curated collection of simplified, well-commented reproductions of computer vision models including attention mechanisms, classification, … | 48 | 1261 | 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 | 1260 | active |
| theislab/single-cell-best-practices An open-source Jupyter book teaching best practices for single-cell RNA-seq and multi-modal single-cell analysis, accompanying a Nature Rev… | 67 | 1258 | 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 | 4424 | maintenance |
| Albusgive/mujoco_learning A Chinese-language tutorial collection for MuJoCo physics simulation, covering MJCF modeling plus Python and C++ development APIs, with not… | 58 | 1255 | active |
| 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 | 1253 | active |
| HumanSignal/awesome-data-labeling A curated awesome-list of open-source and commercial data labeling and annotation tools for machine learning datasets. It catalogs tools fo… | 32 | 4412 | maintenance |
| JWarmenhoven/ISLR-python A collection of Jupyter Notebooks reproducing the tables, figures, and lab sections of the book 'An Introduction to Statistical Learning' i… | 32 | 4409 | maintenance |
| ibm-granite/granite-code-models A family of open decoder-only code foundation models from IBM, released under Apache 2.0 in base and instruct variants at 3B, 8B, 20B, and … | 10 | 1251 | active |
| niessner/Matterport Matterport3D is a large-scale RGB-D dataset of 90 building-scale indoor scenes with 194,400 RGB-D images, panoramic views, textured 3D mesh… | 54 | 1250 | stable |
| wzhe06/Ad-papers A curated collection of academic papers, tutorials, and industry resources on computational advertising, including CTR prediction, embeddin… | 32 | 4397 | maintenance |
| NabidAlam/road-to-machine-learning An open-source, structured learning roadmap for machine learning, spanning 26 modules from absolute basics to advanced topics including dep… | 60 | 1249 | active |
| SerialLain3170/AwesomeAnimeResearch A curated awesome-list of research papers, datasets, and repositories related to anime and manga, covering machine learning topics like ima… | 74 | 1247 | active |
| ga642381/speech-trident A curated awesome-list surveying speech/audio large language models, speech representation learning, and neural codec models. It organizes … | 66 | 1245 | active |
| aws-solutions-library-samples/guidance-for-training-an-aws-deepracer-model-using-amazon-sagemaker AWS Solutions Library guidance providing Jupyter Notebook workshop content for training and evaluating AWS DeepRacer reinforcement learning… | 32 | 1245 | active |
| openimages/dataset Open Images is a large-scale annotated image dataset for computer vision, containing millions of images with bounding boxes, instance segme… | 32 | 4376 | maintenance |
| yfzhang114/Generalization-Causality A curated collection of academic papers with the author's personal reading notes covering domain generalization, out-of-distribution robust… | 32 | 1243 | 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 | 4357 | maintenance |
| Instruction-Tuning-with-GPT-4/GPT-4-LLM A research dataset release of GPT-4-generated instruction-following data for fine-tuning large language models, including English and Chine… | 30 | 4332 | maintenance |
| google-deepmind/materials_discovery Google DeepMind's GNoME repository sharing a dataset of over 520,000 predicted stable inorganic crystal structures plus model definitions (… | 66 | 1232 | active |
| thunlp/PromptPapers A curated must-read paper list on prompt-based tuning for pre-trained language models, maintained by THUNLP. It organizes research papers i… | 32 | 4325 | maintenance |