resource: machine-learning
1707 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| PWhiddy/PokemonRedExperiments A collection of experiments and scripts for training reinforcement learning agents to play Pokemon Red using a Game Boy emulator and PyTorc… | 50 | 7895 | active |
| greyhatguy007/Machine-Learning-Specialization-Coursera A collection of solutions and notes for the Machine Learning Specialization by Stanford University and DeepLearning.AI on Coursera, taught … | 59 | 7821 | active |
| datawhalechina/so-large-lm An open-source Chinese-language tutorial series on large language model fundamentals, based on Stanford CS324 and Hung-yi Lee's generative … | 68 | 7605 | active |
| Visualize-ML/Book3_Elements-of-Mathematics An open-source companion repository for the Chinese book '数学要素' (Elements of Mathematics), part of the Iris Flower book series teaching mat… | 68 | 7593 | active |
| harvardnlp/annotated-transformer An annotated, line-by-line Jupyter notebook implementation of the 'Attention Is All You Need' Transformer paper from Harvard NLP. It pairs … | 32 | 7459 | stable |
| MrMimic/data-scientist-roadmap A collection of Jupyter Notebook tutorials organized around the famous 'Road to Data Scientist' metro-map curriculum. It guides learners pr… | 35 | 7386 | active |
| datawhalechina/fun-rec An open-source Chinese-language textbook (the 'Wheat Book') teaching recommender systems from classic cascade architectures (collaborative … | 72 | 7295 | active |
| z1069614715/objectdetection_script A collection of Python scripts and improvement ideas for object detection models, primarily YOLO variants (YOLOv5/v7/v8/v10/v11/v12) and RT… | 75 | 7289 | active |
| Visualize-ML/Book1_Python-For-Beginners Book 1 of the Iris Flower Book series, an open-source Chinese-language textbook teaching Python programming from basic arithmetic up to mac… | 68 | 7227 | active |
| TheRobotStudio/SO-ARM100 Open-source hardware designs and documentation for the SO-100/SO-101 low-cost robot arms (leader and follower), including bill of materials… | 58 | 7199 | active |
| pliang279/awesome-multimodal-ml A curated reading list of research papers, surveys, tutorials, and datasets on multimodal machine learning, maintained by Paul Liang at CMU… | 32 | 6926 | active |
| mrdbourke/zero-to-mastery-ml A repository of all course materials (Jupyter notebooks, code, datasets, images) for the Zero to Mastery Machine Learning and Data Science … | 32 | 6887 | active |
| yunjey/pytorch-tutorial A collection of concise PyTorch tutorial code for deep learning researchers, covering basics through advanced models like GANs, VAEs, and i… | 32 | 32462 | maintenance |
| googlecreativelab/quickdraw-dataset The Quick, Draw! Dataset is a collection of 50 million timestamped vector drawings across 345 categories, contributed by players of Google'… | 10 | 6801 | stable |
| tensorflow/tfjs-examples A collection of standalone example projects implemented with TensorFlow.js, covering tasks like regression, sequence-to-sequence, reinforce… | 72 | 6783 | active |
| huggingface/smol-course A free, open-source course from Hugging Face on aligning small language models (SmolLM3, SmolVLM2) to specific use cases, covering instruct… | 66 | 6731 | active |
| nndl/llm-beginner A step-by-step beginner tutorial series (with a companion textbook) for learning large language models and agents through six progressive h… | 79 | 6681 | active |
| yandexdataschool/Practical_RL An open-source reinforcement learning course taught at HSE and YSDA, designed to be friendly to online students in English and Russian. It … | 57 | 6564 | active |
| gpu-mode/lectures A collection of supplementary materials (notebooks, slides, and code) for the GPU MODE lecture series on GPU programming and CUDA kernel de… | 65 | 6505 | active |
| faridrashidi/kaggle-solutions A curated, searchable archive of winning solutions, write-ups, notebooks, and discussions from hundreds of Kaggle competitions, published a… | 75 | 6501 | active |
| SkalskiP/courses A curated collection of links to free AI courses and learning resources, organized by topic, format, difficulty, and price. It covers areas… | 30 | 6479 | active |
| georgezouq/awesome-ai-in-finance A curated awesome-list of AI in finance resources, covering LLM agents, deep learning strategies, trading systems, market data sources, pap… | 75 | 6444 | active |
| tatsu-lab/stanford_alpaca Stanford Alpaca is the code and 52K instruction-following dataset used to fine-tune LLaMA 7B into the Alpaca instruction-following model. I… | 30 | 30247 | maintenance |
| jason718/awesome-self-supervised-learning A curated awesome-list of self-supervised learning resources, including papers, surveys, talks, theses, and blogs across computer vision, N… | 63 | 6413 | active |
| KalyanM45/AI-Project-Gallery A curated gallery of artificial intelligence projects spanning machine learning, deep learning, NLP, computer vision, and generative AI, ea… | 71 | 6404 | active |
| jeinlee1991/chinese-llm-benchmark ReLE (formerly CLiB) is a continuously updated Chinese-language LLM capability benchmark and leaderboard covering ~400 commercial and open-… | 89 | 6401 | active |
| ageron/handson-ml2 Jupyter notebooks with example code and exercise solutions accompanying the second edition of the O'Reilly book 'Hands-on Machine Learning … | 70 | 29955 | maintenance |
| charliedream1/ai_quant_trade A one-stop AI quantitative trading platform covering learning, simulation, and live trading of stocks, funds, and crypto. It bundles exampl… | 67 | 6375 | active |
| tensorflow/docs The source repository for TensorFlow's official guides, tutorials, and API documentation published on tensorflow.org. It contains Jupyter n… | 64 | 6328 | active |
| aymericdamien/TopDeepLearning A curated, star-ranked list of popular GitHub projects related to deep learning. It serves as a discovery resource for finding frameworks, … | 74 | 6294 | active |
| ufoym/deepo Deepo is a Dockerfile generator and collection of pre-built Docker images for setting up deep learning research environments. It composes m… | 56 | 6276 | active |
| donnemartin/data-science-ipython-notebooks A large curated collection of IPython/Jupyter notebooks covering data science topics including deep learning (TensorFlow, Keras, Theano, Ca… | 32 | 29326 | maintenance |
| ImagineAILab/ai-by-hand-excel A collection of Excel workbooks that implement deep learning concepts by hand, from softmax and backpropagation to transformers, LSTM, Mamb… | 24 | 6261 | active |
| ZuzooVn/machine-learning-for-software-engineers A curated, multi-month study plan that guides software engineers from a programming background to machine learning engineering using a top-… | 32 | 28864 | maintenance |
| lyhue1991/eat_pytorch_in_20_days A Chinese-language PyTorch tutorial book structured as a 20-day learning plan of Jupyter notebooks, from modeling workflows to low-, mid-, … | 36 | 6157 | stable |
| snakers4/silero-models A collection of pre-trained, end-to-end text-to-speech models usable via PyTorch Hub or a pip package with one-line usage. It supports many… | 93 | 6082 | active |
| ashishps1/learn-ai-engineering A curated collection of free resources for learning AI engineering from scratch, covering math foundations, Python, machine learning, deep … | 49 | 5961 | active |
| mrdbourke/tensorflow-deep-learning A collection of Jupyter Notebook course materials for the Zero to Mastery Deep Learning with TensorFlow course by Daniel Bourke. It covers … | 32 | 5943 | active |
| tensorchord/Awesome-LLMOps A curated awesome-list cataloging the best LLMOps tools for developers, covering models, serving, security, training, data management, depl… | 70 | 5921 | active |
| hugo2046/QuantsPlaybook A collection of Jupyter Notebook reproductions of 100+ quantitative investment strategies from Chinese brokerage financial engineering rese… | 69 | 5892 | active |
| showlab/Awesome-Video-Diffusion A curated awesome-list of diffusion models and papers for video generation, editing, restoration, and related applications. It organizes re… | 74 | 5760 | active |
| SWE-bench/SWE-bench SWE-bench is a benchmark and evaluation harness that tests whether large language models can resolve real-world GitHub issues by generating… | 72 | 5719 | active |
| KellerJordan/modded-nanogpt A collaborative speedrun project that trains a GPT-2 (124M) scale language model to 3.28 validation loss on FineWeb in under 75 seconds on … | 67 | 5707 | active |
| probml/pml-book A series of open textbooks by Kevin Murphy on probabilistic machine learning, including 'Machine Learning: A Probabilistic Perspective', 'P… | 51 | 5647 | active |
| lonePatient/awesome-pretrained-chinese-nlp-models A curated awesome-list cataloging high-quality Chinese pretrained NLP models, multimodal models, and large language models, organized by ca… | 76 | 5583 | active |
| bbycroft/llm-viz An interactive 3D visualization and walkthrough of a GPT-style LLM running inference, showing the network down to individual add and multip… | 74 | 5509 | active |
| karpathy/build-nanogpt A step-by-step video lecture and companion code repository by Andrej Karpathy that builds a GPT-2 (124M) reproduction from an empty file, w… | 24 | 5461 | stable |
| zhaoxin94/awesome-domain-adaptation A curated awesome-list collecting papers, code, libraries, tutorials, and benchmarks on domain adaptation and related transfer learning par… | 57 | 5456 | active |
| trekhleb/homemade-machine-learning A collection of popular machine learning algorithms implemented from scratch in Python, with the underlying mathematics explained. Each alg… | 56 | 24781 | maintenance |
| ashishpatel26/Tools-to-Design-or-Visualize-Architecture-of-Neural-Network A curated list of tools for designing and visualizing neural network architectures, covering options like Net2Vis, visualkeras, PlotNeuralN… | 48 | 5396 | active |
| christophM/interpretable-ml-book The source repository for Christoph Molnar's book 'Interpretable Machine Learning: A Guide for Making Black Box Models Explainable', writte… | 64 | 5364 | active |
| rasbt/machine-learning-book The official code repository for the book 'Machine Learning with PyTorch and Scikit-Learn' by Sebastian Raschka, Yuxi Liu, and Vahid Mirjal… | 62 | 5345 | stable |
| mbadry1/DeepLearning.ai-Summary A collection of personal notes and summaries for the five DeepLearning.ai specialization courses by Andrew Ng on Coursera. It serves as a f… | 72 | 5340 | stable |
| ashleve/lightning-hydra-template A GitHub project template combining PyTorch Lightning and Hydra for structuring deep learning research code. It provides preconfigured proj… | 62 | 5338 | active |
| PacktPublishing/LLM-Engineers-Handbook The official companion repository for the book 'LLM Engineer's Handbook' by Paul Iusztin and Maxime Labonne, containing Python code for bui… | 60 | 5296 | active |
| kelvins/awesome-mlops A curated awesome-list of MLOps tools, covering categories like AutoML, CI/CD for ML, feature stores, model serving, drift detection, and w… | 76 | 5254 | active |
| chiphuyen/dmls-book The official companion repository for the book 'Designing Machine Learning Systems' by Chip Huyen (O'Reilly 2022), containing chapter summa… | 71 | 5237 | stable |
| jbhuang0604/awesome-computer-vision A curated list of computer vision resources including books, courses, papers, software, datasets, pre-trained models, tutorials, and blogs.… | 32 | 23518 | maintenance |
| openai/parameter-golf An OpenAI-hosted challenge to train the best-performing language model that fits in a 16MB artifact and trains in under 10 minutes on 8xH10… | 51 | 5174 | active |
| nashory/gans-awesome-applications A curated awesome-list of applications and demonstrations built with Generative Adversarial Networks (GANs), organized by use case such as … | 71 | 5102 | active |
| naganandy/graph-based-deep-learning-literature A curated collection of links to conference publications on graph-based deep learning, organized by conference, year, and topic. It also in… | 71 | 5096 | active |
| rasbt/reasoning-from-scratch The official code repository for the book 'Build a Reasoning Model (From Scratch)' by Sebastian Raschka, containing step-by-step PyTorch im… | 71 | 5070 | active |
| datawhalechina/tiny-universe An open-source Chinese-language tutorial series ('Tiny-Universe') that teaches building large language model systems from scratch, covering… | 55 | 5028 | active |
| huggingface/nanoVLM nanoVLM is a minimal, readable pure-PyTorch repository (~750 lines) for training and finetuning small Vision-Language Models, inspired by n… | 43 | 4997 | active |
| MLEveryday/100-Days-Of-ML-Code A Chinese translation of the popular 100-Days-Of-ML-Code learning challenge, providing day-by-day machine learning tutorials with infograph… | 32 | 22232 | maintenance |
| karpathy/ng-video-lecture The companion code repository for Andrej Karpathy's 'Neural Networks: Zero To Hero' video lecture on building a GPT model from scratch (nan… | 31 | 4937 | stable |
| dennybritz/reinforcement-learning A collection of Jupyter Notebook implementations, exercises, and solutions for popular reinforcement learning algorithms, designed to accom… | 32 | 22116 | maintenance |
| yanshengjia/ml-road A curated collection of machine learning and agentic AI resources, including courses, practice materials, and research references. It aggre… | 75 | 4920 | active |
| BoltzmannEntropy/interviews.ai An open book, 'Deep Learning Interviews', containing hundreds of fully solved job interview questions across key AI and data science topics… | 49 | 4890 | active |
| jonkrohn/ML-foundations A collection of Jupyter notebooks accompanying Jon Krohn's Machine Learning Foundations curriculum covering the math and computer science u… | 32 | 4849 | stable |
| openmlsys/openmlsys An open-source bilingual (Chinese/English) textbook, 'Machine Learning Systems: Design and Implementation', covering the full ML systems st… | 65 | 4845 | active |
| grahamjenson/list_of_recommender_systems A curated list of recommender systems and related resources, covering SaaS offerings, open-source libraries, and educational materials. It … | 57 | 4843 | active |
| oreilly-japan/deep-learning-from-scratch Companion source code repository for the O'Reilly Japan book 'Deep Learning from Scratch' (2016), organized by chapter with Python/NumPy im… | 32 | 4839 | stable |
| dusty-nv/jetson-containers A modular Docker container build system providing prebuilt AI/ML packages (PyTorch, TensorFlow, vLLM, ollama, ROS, etc.) for NVIDIA Jetson … | 76 | 4835 | active |
| changyeyu/LLM-RL-Visualized A curated collection of 100+ original SVG architecture diagrams explaining LLM, VLM, and reinforcement learning algorithms (RLHF, PPO, GRPO… | 62 | 4819 | active |
| fchollet/ARC-AGI The Abstraction and Reasoning Corpus (ARC-AGI-1), a benchmark dataset of 800 JSON grid-based tasks designed to test human-like fluid genera… | 29 | 4813 | stable |
| nlp-with-transformers/notebooks A collection of Jupyter notebooks containing the example code from the O'Reilly book 'Natural Language Processing with Transformers'. The n… | 70 | 4800 | active |
| andrewekhalel/MLQuestions A curated collection of 67 machine learning interview questions with answers, covering ML fundamentals, deep learning, computer vision, NLP… | 77 | 4791 | active |
| datawhalechina/competition-baseline A curated collection of baseline solutions and code for data science competitions including Kaggle, iFlytek AI challenges, and Tianchi cont… | 74 | 4757 | active |
| fengdu78/deeplearning_ai_books Chinese-language study notes and resources for Andrew Ng's deeplearning.ai Deep Learning Specialization, covering neural networks, CNNs, RN… | 32 | 21007 | maintenance |
| origin-brain/beat-ai BeatAI is an open-source AI learning resource (with an accompanying website of regularly published articles) that teaches AI fundamentals f… | 76 | 4702 | active |
| dotnet/machinelearning-samples The official samples repository for ML.NET, Microsoft's cross-platform machine learning framework for .NET. It contains getting-started con… | 23 | 4686 | active |
| wangshusen/DRL A collection of lecture slides, notes, and videos on deep reinforcement learning by Wang Shusen, covering TD learning, DQN, policy gradient… | 32 | 4685 | stable |
| bentrevett/pytorch-sentiment-analysis A collection of Jupyter notebook tutorials teaching sequence classification with PyTorch, using sentiment analysis on movie reviews as the … | 32 | 4613 | active |
| kaieye/2022-Machine-Learning-Specialization A community-maintained collection of Jupyter Notebook labs, quizzes, and markdown notes for Andrew Ng's 2022 Machine Learning Specializatio… | 32 | 4609 | stable |
| huggingface/notebooks A collection of Jupyter notebooks demonstrating how to use Hugging Face libraries such as Transformers, Datasets, and Diffusers. It serves … | 77 | 4600 | active |
| TingsongYu/PyTorch-Tutorial-2nd A free open-source Chinese-language book and companion Jupyter Notebook codebase teaching PyTorch from basics through CV, NLP, and LLM appl… | 67 | 4584 | active |
| tensorflow/datasets TensorFlow Datasets (TFDS) is a curated collection of ready-to-use public datasets exposed as tf.data.Dataset objects for TensorFlow, JAX, … | 85 | 4581 | stable |
| PINTO0309/PINTO_model_zoo A large collection of pre-trained deep learning models that have been inter-converted between frameworks such as TensorFlow, PyTorch, ONNX,… | 67 | 4577 | active |
| Doragd/Algorithm-Practice-in-Industry A curated collection of industry practice articles, top-conference papers, and blog posts on search, recommendation, and advertising (搜广推) … | 75 | 4574 | active |
| afshinea/stanford-cs-229-machine-learning A collection of illustrated PDF cheatsheets and refreshers summarizing Stanford's CS 229 Machine Learning course, covering supervised learn… | 32 | 20161 | maintenance |
| LLMBook-zh/LLMBook-zh.github.io The official website and resource hub for the Chinese textbook《大语言模型》(Large Language Models) by Zhao Xin et al. from Renmin University, pro… | 43 | 4551 | active |
| pageman/sutskever-30-implementations A collection of 30 educational Jupyter notebook implementations of the foundational deep learning papers from Ilya Sutskever's famous readi… | 48 | 4531 | active |
| skyzh/tiny-llm A hands-on course for systems engineers to build an LLM inference and serving system from scratch on Apple Silicon using MLX, implementing … | 64 | 4523 | active |
| duoan/TorchCode TorchCode is a LeetCode-style interactive practice platform for PyTorch, offering 41 curated problems (softmax, LayerNorm, MultiHeadAttenti… | 58 | 4523 | active |
| xialeiliu/Awesome-Incremental-Learning A curated awesome-list of papers, surveys, and code resources on incremental (continual/lifelong) learning in deep learning. It organizes r… | 72 | 4513 | active |
| comfyanonymous/ComfyUI_examples A collection of example workflows for ComfyUI, the node-based Stable Diffusion and generative AI image/video tool. Each example image embed… | 55 | 4493 | active |
| npubird/KnowledgeGraphCourse A graduate-level course on knowledge graphs from Southeast University, providing lecture slides and materials covering knowledge representa… | 41 | 4463 | active |
| fengdu78/lihang-code A collection of Jupyter Notebook code implementations accompanying Li Hang's textbook 'Statistical Learning Methods' (2nd edition). It cove… | 32 | 19590 | maintenance |
| ShusenTang/Dive-into-DL-PyTorch A Chinese-language adaptation of the 'Dive into Deep Learning' (D2L) textbook that replaces the original MXNet code with PyTorch implementa… | 32 | 19466 | maintenance |