resource: machine-learning
1707 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| opendilab/awesome-RLHF A curated, continually updated list of research papers, codebases, datasets, blogs, and books about Reinforcement Learning with Human Feedb… | 68 | 4422 | active |
| zotroneneis/machine_learning_basics A collection of Jupyter notebooks implementing basic machine learning algorithms from scratch in plain Python, without ML libraries. It cov… | 32 | 4416 | stable |
| bnsreenu/python_for_microscopists A collection of Jupyter notebooks supporting the DigitalSreeni YouTube tutorials, teaching Python from basics through advanced machine lear… | 67 | 4408 | active |
| PolymathicAI/the_well The Well is a 15TB collection of machine learning datasets containing numerical simulations of spatiotemporal physical systems, spanning 16… | 62 | 4389 | active |
| ahkarami/Deep-Learning-in-Production A curated collection of notes, tutorials, and reference links about deploying deep learning models in production, covering PyTorch, TensorF… | 32 | 4376 | active |
| amanchadha/coursera-deep-learning-specialization A collection of notes, programming assignments, and quizzes from all five courses of the Coursera Deep Learning Specialization by deeplearn… | 71 | 4352 | stable |
| Moataz-Elmesmary/Data-Science-Roadmap A free self-learning roadmap repository guiding learners into data science from A to Z, curating the best free resources, videos, and cheat… | 57 | 4352 | active |
| datawhalechina/llms-from-scratch-cn A hands-on tutorial by Datawhale for building large language models from scratch in Python, covering tokenization, attention, pretraining, … | 59 | 4337 | active |
| HuaizhengZhang/AI-Infra-from-Zero-to-Hero A curated awesome-list of research papers, industry practices, and video tutorials on systems for machine learning, LLMs, and generative AI… | 47 | 4309 | active |
| srush/Tensor-Puzzles A collection of 21 PyTorch/Numpy tensor puzzles designed to teach tensor programming and broadcasting from first principles. Learners reimp… | 32 | 4299 | stable |
| googlesamples/mlkit A collection of quickstart sample apps demonstrating Google's ML Kit APIs on Android and iOS. It covers vision features like barcode scanni… | 65 | 4287 | active |
| CLUEbenchmark/CLUE CLUE is the Chinese Language Understanding Evaluation Benchmark, providing representative datasets, baseline and pre-trained models, corpor… | 62 | 4279 | active |
| esbatmop/MNBVC MNBVC is a massive, continuously growing open-source Chinese text corpus aiming to rival the scale of data used to train ChatGPT, including… | 75 | 4267 | active |
| shashankvemuri/Finance A collection of 150+ standalone Python programs for gathering, manipulating, and analyzing stock market data. It covers stock screening, ma… | 66 | 4193 | active |
| NVlabs/ffhq-dataset Flickr-Faces-HQ (FFHQ) is a dataset of 70,000 high-quality 1024x1024 PNG images of human faces, crawled from Flickr and aligned with dlib. … | 32 | 4182 | stable |
| slvDev/esp32-ai A project demonstrating a 28.9M parameter language model running entirely on an ESP32-S3 microcontroller at ~9.88 tokens per second, using … | 56 | 4175 | active |
| wangshusen/RecommenderSystem A collection of lecture slides, notes, and videos teaching industrial recommender systems, covering retrieval (ItemCF, UserCF, Swing, two-t… | 32 | 4174 | stable |
| ujjwalkarn/Machine-Learning-Tutorials A curated, topic-wise awesome list of machine learning and deep learning tutorials, articles, courses, and other learning resources. It cov… | 32 | 18140 | maintenance |
| huggingface/course The free, open-source Hugging Face course teaching how to apply Transformers to NLP and LLM tasks using the Hugging Face ecosystem (Transfo… | 73 | 4155 | active |
| Charmve/Surface-Defect-Detection A curated collection of open-source datasets and key research papers for industrial surface defect detection, covering areas like PCB, meta… | 23 | 4101 | active |
| TommyZihao/Train_Custom_Dataset A free open-source Chinese tutorial collection (Jupyter Notebooks plus videos) teaching how to annotate your own datasets and train, evalua… | 60 | 4096 | active |
| Mikoto10032/DeepLearning A curated Chinese-language deep learning tutorial repository collecting learning paths, textbooks, course notes, and articles covering mach… | 32 | 17713 | maintenance |
| rasbt/deeplearning-models A curated collection of deep learning architectures, models, and tips implemented as Jupyter Notebooks in both PyTorch and TensorFlow. It c… | 32 | 17588 | maintenance |
| zyds/transformers-code A hands-on course repository with Jupyter Notebook code accompanying a video series (on Bilibili and YouTube) for learning Hugging Face Tra… | 29 | 4053 | active |
| jtoy/awesome-tensorflow A curated list of TensorFlow resources including tutorials, models, libraries, tools, videos, papers, and books. It serves as a directory o… | 62 | 17550 | maintenance |
| GAN implementations collection A collection of clean PyTorch (and companion Keras) implementations of dozens of Generative Adversarial Network variants from research pape… | 32 | 17446 | maintenance |
| TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials A curated collection of IPython notebook tutorials covering deep learning, artificial intelligence, and machine learning with frameworks li… | 38 | 4002 | active |
| grananqvist/Awesome-Quant-Machine-Learning-Trading A curated awesome-list of quantitative and algorithmic trading resources with an emphasis on machine learning. It aggregates books, online … | 42 | 3999 | active |
| google-gemma/cookbook A collection of guides, tutorials, and example notebooks for Google's Gemma family of open models, including variants like CodeGemma, MedGe… | 68 | 3984 | active |
| QwenLM/Qwen3.8 Official repository for the Qwen3.8 open large language model series from Alibaba's Qwen team, providing release information, documentation… | 61 | 3976 | active |
| Infatoshi/cuda-course A free open-source CUDA programming course published with FreeCodeCamp, teaching GPU kernel development from C/C++ basics through optimized… | 55 | 3972 | active |
| hyperai/tvm-cn A community-maintained Simplified Chinese translation of the Apache TVM deep learning compiler documentation, built with Docusaurus and hos… | 70 | 3916 | active |
| dkozlov/awesome-knowledge-distillation A curated awesome-list of research papers and resources on knowledge distillation, the technique of transferring knowledge from large teach… | 70 | 3903 | active |
| esokolov/ml-course-hse Course materials for the Machine Learning course taught at the Faculty of Computer Science, Higher School of Economics (HSE). Includes lect… | 71 | 3864 | active |
| FilterPy An open-source Jupyter Notebook book teaching Kalman and Bayesian filters with intuition-first explanations, runnable Python code, and solv… | 23 | 3862 | stable |
| emilwallner/Screenshot-to-code A deep learning project and tutorial that trains a neural network (based on pix2code) to convert design mockup screenshots into static HTML… | 32 | 16493 | maintenance |
| yuanzhoulvpi2017/zero_nlp A Chinese-language NLP training framework and tutorial collection built on PyTorch and Hugging Face Transformers, covering fine-tuning of l… | 47 | 3834 | active |
| instillai/TensorFlow-Course A collection of simple, ready-to-use TensorFlow tutorials with source code and documentation, updated to TensorFlow 2.3. It is a Jupyter No… | 23 | 16278 | maintenance |
| ashishpatel26/Andrew-NG-Notes A collection of handwritten and markdown notes covering Andrew Ng's Coursera Machine Learning and Deep Learning Specialization courses, com… | 48 | 3797 | active |
| microsoft/PhiCookBook A cookbook of hands-on Jupyter notebook examples and guides for Microsoft's Phi family of small language models (SLMs), covering Phi-3 and … | 69 | 3795 | active |
| verazuo/jailbreak_llms A research dataset accompanying the ACM CCS 2024 paper 'Do Anything Now', containing 15,140 ChatGPT prompts collected from Reddit, Discord,… | 28 | 3791 | stable |
| datawhalechina/thorough-pytorch An open-source Chinese-language PyTorch tutorial course ('Thorough PyTorch') by DataWhale, delivered as Jupyter notebooks and markdown docs… | 61 | 3760 | active |
| M-3LAB/awesome-industrial-anomaly-detection A curated awesome-list of papers, datasets, benchmarks, and SOTA methods for industrial image anomaly and defect detection. It accompanies … | 76 | 3747 | active |
| eosphoros-ai/Awesome-Text2SQL A curated awesome-list of tutorials, papers, datasets, and resources for Text2SQL and related natural-language-to-structured-output tasks (… | 57 | 3743 | active |
| Visualize-ML/Book5_Essentials-of-Probability-and-Statistics An open-source Chinese-language textbook ('Statistics Made Simple', Book 5 of the Iris series) teaching probability, statistics, and multiv… | 68 | 3735 | active |
| oxford-cs-deepnlp-2017/lectures Repository of lecture slides and course materials for the Oxford Deep NLP 2017 course, delivered with DeepMind. It covers neural network ap… | 32 | 15853 | maintenance |
| onnx/tutorials A collection of Jupyter Notebook tutorials for creating, converting, and using ONNX (Open Neural Network Exchange) machine learning models.… | 72 | 3708 | active |
| fastai/course22 The official notebooks, slides, and spreadsheets for the fast.ai 2022 'Practical Deep Learning for Coders' course. It accompanies a free vi… | 32 | 3705 | stable |
| CalvinXKY/InfraTech A collection of Jupyter notebook tutorials and exercises covering AI infrastructure topics including PyTorch, vLLM/SGLang inference framewo… | 59 | 3683 | active |
| OpenDriveLab/End-to-end-Autonomous-Driving A curated collection of resources for end-to-end autonomous driving research, accompanying an IEEE T-PAMI survey paper. It aggregates talks… | 43 | 3681 | active |
| stanford-cs336/lectures Lecture materials for Stanford CS336 (Language Modeling from Scratch), including executable Python lectures and PDF slides. Executable lect… | 58 | 3678 | active |
| hemansnation/AI-Engineer-Headquarters An open-source, action-oriented curriculum and learning roadmap for becoming an AI engineer, covering ML, MLOps, LLMs, RAG systems, fine-tu… | 55 | 3673 | active |
| rlcode/reinforcement-learning A collection of minimal, clean, one-file-per-algorithm reinforcement learning examples in Python, covering classic methods like Q-Learning … | 71 | 3659 | active |
| PaddlePaddle/awesome-DeepLearning An official PaddlePaddle one-stop deep learning learning hub containing courses, books, case studies, a knowledge wiki, and interview quest… | 32 | 3647 | active |
| kailashahirwar/cheatsheets-ai A curated collection of cheat sheets (PDFs and images) covering machine learning and deep learning tools like TensorFlow, Keras, PyTorch, N… | 32 | 15427 | maintenance |
| linhandev/dataset A curated index of 80+ medical imaging datasets organized by modality and organ (liver, lung, brain, heart, eye, prostate, etc.), with basi… | 32 | 3605 | active |
| wzhe06/Reco-papers A curated, continuously updated collection of classic and industry papers, learning materials, and talks on recommender systems, organized … | 53 | 3570 | active |
| krzjoa/awesome-python-data-science A curated awesome-list cataloging Python data science software across machine learning, deep learning, NLP, visualization, and related area… | 67 | 3569 | active |
| ben1234560/AiLearning-Theory-Applying A Chinese-language learning repository of Jupyter notebooks covering AI fundamentals, math basics, machine learning, deep learning, and NLP… | 71 | 3563 | active |
| maziarraissi/Applied-Deep-Learning A two-semester graduate-level Applied Deep Learning course by Maziar Raissi, provided as lecture notes (PDFs) and YouTube playlists coverin… | 32 | 3558 | stable |
| girafe-ai/ml-course An open machine learning course (girafe-ai) with lecture videos, slides, seminars, and homework assignments in Jupyter Notebooks. It covers… | 59 | 3539 | active |
| virgili0/Virgilio Virgilio is an open-source e-learning initiative that provides curated guides and structured learning paths for Data Science, organized int… | 53 | 14966 | maintenance |
| graykode/nlp-tutorial A Jupyter Notebook-based tutorial series teaching natural language processing with deep learning, implementing classic NLP models (NNLM, Wo… | 32 | 14924 | maintenance |
| wyf3/llm_related A collection of Python implementations reproducing large language model algorithms, along with the author's learning notes. It serves as an… | 64 | 3505 | active |
| ethen8181/machine-learning A continuously updated collection of machine learning and data science tutorials written as Jupyter notebooks in Python 3. It covers topics… | 73 | 3498 | active |
| zjhellofss/KuiperInfer KuiperInfer is an open-source course that guides learners through building a high-performance deep learning inference engine from scratch i… | 46 | 3496 | active |
| hindupuravinash/the-gan-zoo A curated catalog of named Generative Adversarial Network (GAN) variants, maintained as a TSV table with paper links and GitHub references.… | 32 | 14692 | maintenance |
| jonyzhang2023/awesome-embodied-vla-va-vln A curated awesome-list of 700+ state-of-the-art research papers and resources in embodied AI, covering Vision-Language-Action (VLA) models,… | 64 | 3481 | active |
| matheusfacure/python-causality-handbook An open online textbook, 'Causal Inference for the Brave and True', teaching causal inference and impact estimation in Python with Jupyter … | 64 | 3443 | active |
| arman-bd/guppylm GuppyLM is a ~9M parameter language model trained from scratch to talk like a small fish, built as an educational project demonstrating the… | 49 | 3435 | active |
| Zjh-819/LLMDataHub A curated catalog (awesome list) of open-source datasets for training large language models, covering alignment/SFT, domain-specific, pretr… | 30 | 3411 | active |
| waymo-research/waymo-open-dataset The Waymo Open Dataset is a large-scale public collection of autonomous driving datasets (Perception, Motion, and End-to-End Driving) accom… | 50 | 3398 | active |
| xinghaochen/awesome-hand-pose-estimation A curated awesome-list of research papers, datasets, evaluation resources, workshops, and challenges for hand pose estimation and tracking.… | 72 | 3387 | active |
| janishar/mit-deep-learning-book-pdf A repository hosting the MIT Deep Learning Book by Ian Goodfellow, Yoshua Bengio, and Aaron Courville as complete and chapter-wise PDFs, co… | 52 | 14214 | maintenance |
| angelos-p/llm-from-scratch A hands-on workshop repository where learners write every component of a GPT training pipeline (tokenizer, transformer, training loop, gene… | 50 | 3380 | active |
| YangLing0818/Diffusion-Models-Papers-Survey-Taxonomy A curated, continuously updated collection of research papers on diffusion models, organized according to the authors' ACM Computing Survey… | 52 | 3363 | active |
| AI-Edu (Microsoft AI Education Community) Microsoft AI Education Community (AI-Edu) is an open-source AI education resource from Microsoft Research Asia, offering foundational tutor… | 23 | 14094 | maintenance |
| datawhalechina/every-embodied An open-source Chinese-language tutorial course by Datawhale that teaches embodied AI from scratch, guiding learners with only basic Python… | 66 | 3359 | active |
| Visualize-ML/Book7_Visualizations-for-Machine-Learning Book7 of the 'Iris' book series (鸢尾花书), an open-source Chinese-language machine-learning textbook built from Jupyter notebooks that teach M… | 68 | 3344 | active |
| hyperai/awesome-ai4s A curated, continuously updated collection of annotated AI for Science research papers maintained by HyperAI, covering domains like biophar… | 66 | 3339 | active |
| BandaiNamcoResearchInc/Bandai-Namco-Research-Motiondataset Motion capture datasets released by Bandai Namco Research containing BVH-format character motions with diverse contents (daily activities, … | 32 | 3324 | stable |
| vectara/hallucination-leaderboard A public leaderboard maintained by Vectara that ranks LLMs by how often they hallucinate when summarizing short documents, computed with Ve… | 64 | 3306 | active |
| mintisan/awesome-kan A curated awesome-list collecting Kolmogorov-Arnold Network (KAN) resources, including papers, libraries, projects, tutorials, and benchmar… | 68 | 3291 | active |
| rguo12/awesome-causality-algorithms A curated awesome-list index of open-source algorithms and toolboxes for learning causality with data, covering causal inference and causal… | 33 | 3279 | active |
| teddylee777/machine-learning A collection of Jupyter notebook tutorials and study materials for machine learning beginners, covering TensorFlow, PyTorch, pandas, deep l… | 48 | 3274 | active |
| yunlong10/Awesome-LLMs-for-Video-Understanding A curated awesome-list accompanying the survey paper 'Video Understanding with Large Language Models' (IEEE TCSVT). It catalogs papers, cod… | 73 | 3273 | active |
| Visualize-ML/Linear-Algebra-Made-Easy---Learn-with-Python-and-Visualization An open-source Chinese-language book ('Linear Algebra Is Not Hard') covering 66 topics of linear algebra with Python code and visual illust… | 56 | 3258 | active |
| patrickloeber/ml-study-plan A curated, free machine learning study plan with links to courses covering math prerequisites, Python, ML theory, and practical projects. I… | 32 | 3222 | active |
| schrodingercatss/tuning_playbook_zh_cn A Chinese translation of the Google Deep Learning Tuning Playbook, a tactical guide by Google Brain researchers on systematically maximizin… | 31 | 3221 | stable |
| scipy-lectures/scientific-python-lectures A comprehensive set of tutorial lectures on the scientific Python ecosystem, covering NumPy, SciPy, Matplotlib, scikit-learn, scikit-image,… | 59 | 3216 | active |
| tangyudi/Ai-Learn A curated AI learning roadmap by Tang Yudi collecting nearly 200 hands-on cases and projects covering Python, math, machine learning, data … | 32 | 13286 | maintenance |
| ddz16/TSFpaper A curated awesome-list of 400+ research papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF)… | 76 | 3191 | active |
| google/deepdream Google Research's DeepDream repository containing an IPython Notebook with sample code for generating neural network art via the Inceptioni… | 10 | 13231 | maintenance |
| dragen1860/Deep-Learning-with-TensorFlow-book An open-source Chinese-language deep learning book ('Dragon Book') based on TensorFlow 2.0, with PDF ebook, source code, and slides. Conten… | 32 | 13213 | maintenance |
| phlippe/uvadlc_notebooks A collection of Jupyter notebook tutorials for the University of Amsterdam's MSc AI Deep Learning course, covering topics like optimization… | 70 | 3181 | active |
| kzbkzb/Python-AI A collection of 100 runnable deep learning examples in Jupyter Notebooks covering image classification, object detection, and NLP text clas… | 52 | 3173 | active |
| SkyworkAI/Skywork-R1V Skywork-R1V is a series of open-source multimodal reasoning models (up to 38B parameters) that extend R1-style LLMs to visual inputs via a … | 63 | 3167 | active |
| rob-med/awesome-TS-anomaly-detection A curated awesome-list of software tools, libraries, and datasets for anomaly detection on time-series data. It catalogs maintained and unm… | 23 | 3161 | active |
| minar09/awesome-virtual-try-on A curated awesome-list collecting research papers, code, datasets, workshops, and demos related to virtual try-on (VTON) technology. It cov… | 75 | 3157 | active |
| OpenDriveLab/AgiBot-World AgiBot World Colosseo is a large-scale open-source robot manipulation dataset with over one million trajectories across 217 real-world task… | 59 | 3157 | active |