resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| araffin/rl-baselines-zoo A collection of 100+ pre-trained reinforcement learning agents built with Stable Baselines, including tuned hyperparameters for each enviro… | 10 | 1204 | abandoned |
| babylonhealth/fastText_multilingual A collection of 78 alignment matrices that project Facebook's monolingual fastText word vectors into a single shared multilingual vector sp… | 32 | 1201 | abandoned |
| siemanko/tensorflow-deepq A Jupyter Notebook-based demonstration of deep Q-learning implemented with TensorFlow, including controllers and simulators that can be com… | 32 | 1166 | abandoned |
| brilee/MuGo A pure Python, minimalist reimplementation of AlphaGo's architecture, including its policy and value networks and Monte Carlo tree search, … | 10 | 1163 | abandoned |
| tatsuyah/vehicle-detection A Jupyter Notebook project implementing vehicle detection with classical machine learning and computer vision techniques, built for Udacity… | 32 | 1146 | abandoned |
| williamFalcon/DeepRLHacks A set of written notes summarizing John Schulman's 'Nuts and Bolts of Deep RL Research' lecture from the 2017 Deep RL Bootcamp at UC Berkel… | 32 | 1123 | abandoned |
| LearnedVector/A-Hackers-AI-Voice-Assistant A Python/PyTorch project accompanying a YouTube video series on building an AI voice assistant from scratch, including wake word detection … | 57 | 1117 | abandoned |
| despoisj/DeepAudioClassification A Python pipeline that builds a dataset from a personal music library and trains a deep learning model to classify songs by genre. It accom… | 32 | 1113 | abandoned |
| burness/tensorflow-101 A collection of TensorFlow example and learning code covering MLPs, TFRecord conversion, model serving, GAN variants (AC-GAN, Info-GAN), im… | 32 | 1109 | abandoned |
| tgjeon/TensorFlow-Tutorials-for-Time-Series A collection of Jupyter notebook tutorials teaching time series prediction with TensorFlow using recurrent neural networks. It covers MNIST… | 23 | 1101 | abandoned |
| openai/universe-starter-agent A starter implementation of an A3C reinforcement learning agent that can solve OpenAI Universe environments, including Atari games like Pon… | 10 | 1098 | abandoned |
| Y1ran/Introduction-to-Machine-Learning A Chinese-language machine learning tutorial repository (column articles) that gained popularity with over 1000 stars. The project is curre… | 32 | 1091 | abandoned |
| Zephery/weiboanalysis A Python graduation project performing sentiment analysis and text classification on Weibo posts using SVM, Naive Bayes, and AdaBoost. It i… | 10 | 1088 | abandoned |
| ZeweiChu/PyTorch-Course A Jupyter Notebook-based PyTorch tutorial course originally written for PyTorch 0.4.0, created by Zewei Chu for JULYEDU. The material is no… | 32 | 1082 | abandoned |
| robbiebarrat/rapping-neural-network A generative art project: a recurrent neural network trained on Kanye West's discography that writes rap lyrics word by word with rhymes an… | 23 | 1062 | abandoned |
| openai/summarize-from-feedback Research code and human feedback dataset from OpenAI's paper 'Learning to Summarize from human feedback', including a supervised baseline, … | 10 | 1062 | abandoned |
| adeshpande3/Tensorflow-Programs-and-Tutorials A collection of Jupyter Notebook tutorials implementing popular deep learning concepts like CNNs, RNNs, and GANs in TensorFlow. It also inc… | 32 | 1056 | abandoned |
| Pulkit-Khandelwal/Reinforcement-Learning-Notebooks A collection of Jupyter Notebook implementations of reinforcement learning algorithms from Sutton and Barto's book and related research pap… | 32 | 1045 | abandoned |
| microsoft/gated-graph-neural-network-samples Sample implementations of Gated Graph Neural Networks (GGNN) and Graph Convolutional Networks in TensorFlow, applied to learning properties… | 10 | 1029 | abandoned |
| adventuresinML/adventures-in-ml-code A companion code repository for the Adventures in Machine Learning website, containing Python scripts and notebooks for deep learning tutor… | 32 | 1027 | abandoned |
| adeshpande3/LSTM-Sentiment-Analysis A Jupyter notebook tutorial and accompanying training data for performing sentiment analysis with LSTMs in TensorFlow, based on an O'Reilly… | 32 | 1007 | abandoned |
| Lordog/dive-into-llms A free series of hands-on programming tutorials (in Chinese) for getting started with large language models, derived from Shanghai Jiao Ton… | 35 | 51577 | active |
| datawhalechina/llm-cookbook A Chinese-language LLM developer tutorial based on Andrew Ng's large model course series, translated and adapted by Datawhale. It covers pr… | 31 | 24632 | active |
| lukasmasuch/best-of-ml-python A curated, ranked list of 920+ open-source machine learning Python libraries, organized into 34 categories and updated weekly. Projects are… | 84 | 23777 | active |
| spmallick/learnopencv A large collection of C++ and Python example code accompanying the LearnOpenCV.com blog, covering computer vision, deep learning, and AI to… | 99 | 23119 | active |
| Machine Learning for Trading Companion code repository for the book 'Machine Learning for Trading, 3rd Edition' by Stefan Jansen, containing 446+ Jupyter notebooks acro… | 86 | 20773 | active |
| LlamaChinese/Llama-Chinese A Chinese-language open-source community hub for the Llama large language model ecosystem, aggregating learning resources, pretrained and f… | 35 | 14744 | active |
| xlite-dev/LeetCUDA A collection of modern CUDA learning notes with PyTorch integration for beginners, featuring 200+ CUDA kernels, 100+ LLM/CUDA blogs, and hi… | 94 | 11883 | active |
| MoonshotAI/Kimi-K2 Kimi K2 is Moonshot AI's open-weight mixture-of-experts large language model series with 1 trillion total parameters (32B activated), optim… | 46 | 11108 | active |
| ed-donner/llm_engineering A companion repository of Jupyter Notebook exercises and projects for Ed Donner's 'Mastering LLM Engineering' course, an 8-week program cov… | 67 | 7285 | active |
| luhengshiwo/LLMForEverybody A curated collection of LLM learning materials including interview question banks, systematic paper walkthroughs (Transformer, GPT, BERT, e… | 68 | 7256 | active |
| DataTalksClub/llm-zoomcamp LLM Zoomcamp is a free, open-source 10-week online course by DataTalks.Club on building real-life LLM applications, including RAG, vector s… | 70 | 7192 | active |
| r0f1/datascience A curated awesome-list of Python resources for data science, covering libraries, tutorials, code snippets, blog posts, and talks. It spans … | 77 | 4662 | active |
| decodingai-magazine/llm-twin-course A free hands-on course (source code plus 12 lessons) that teaches how to build an end-to-end production-ready LLM and RAG system by creatin… | 60 | 4384 | active |
| mongodb-developer/GenAI-Showcase MongoDB's official showcase repository of Jupyter notebooks, sample apps, and workshops demonstrating Retrieval-Augmented Generation (RAG),… | 71 | 4261 | active |
| walkinglabs/hands-on-modern-rl An open-source hands-on curriculum/book covering modern reinforcement learning, from MDPs and policy optimization (PPO) to LLM alignment (R… | 78 | 4208 | active |
| bragai/bRAG-langchain A collection of Jupyter notebooks teaching how to build Retrieval-Augmented Generation (RAG) applications, from basic pipelines to advanced… | 64 | 4155 | active |
| skindhu/Build-A-Large-Language-Model-CN A Chinese translation of the book 'Build a Large Language Model (From Scratch)', hosted as an open-source online ebook covering GPT archite… | 65 | 4014 | active |
| avinashkranjan/Amazing-Python-Scripts A curated collection of Python scripts ranging from basic to advanced, including automation task scripts, contributed by the open-source co… | 62 | 3666 | active |
| jm199504/Financial-Knowledge-Graphs A tutorial-style Jupyter Notebook project demonstrating how to build a small financial knowledge graph using Python, Neo4j, and Cypher. It … | 32 | 3127 | active |
| Clouditera/SecGPT SecGPT is an open-source large language model purpose-built for cybersecurity, fine-tuned from Qwen2.5 and DeepSeek-R1 bases on a large cur… | 39 | 3103 | active |
| decodingai-magazine/second-brain-ai-assistant-course An open-source course by Decoding AI that teaches building a production-ready 'Second Brain' AI assistant using agentic RAG, LLMs, fine-tun… | 55 | 3071 | active |
| pinecone-io/examples A collection of Jupyter Notebooks and sample applications from Pinecone for learning vector databases and common AI patterns like RAG and s… | 77 | 3040 | active |
| x4nth055/pythoncode-tutorials A large collection of Jupyter Notebook and Python code examples accompanying the tutorials from ThePythonCode.com website. It covers topics… | 73 | 3003 | active |
| MARKTECHPOST-AI-MEDIA-INC/AI-Agents-Projects-Tutorials A curated collection of Jupyter notebook tutorials and implementations covering agentic AI, multi-agent systems, memory, planning, and reas… | 63 | 2889 | active |
| RKiding/Awesome-finance-skills A curated collection of plug-and-play Agent Skills that equip LLM-based AI agents with financial analysis capabilities, including real-time… | 49 | 2839 | active |
| hi-weijun/PythonDataScience-Collections A curated Chinese-language collection of links and resources for Python data analysis, covering Python basics, web scraping, visualization,… | 69 | 2800 | active |
| FurkanGozukara/Stable-Diffusion A curated collection of expert-level tutorials, guides, and notebooks on generative AI topics including Stable Diffusion, FLUX, SDXL, LoRA/… | 74 | 2762 | active |
| underlines/awesome-ml A curated awesome-list of machine learning resources covering LLMs, image, video, and audio models, plus analytics and data science. It org… | 40 | 2723 | active |
| echonoshy/cgft-llm A hands-on tutorial series (in Chinese) for learning large language model technologies, with Jupyter Notebook code, written docs, and video… | 60 | 2665 | active |
| detectRecog/CCPD CCPD is a large-scale, well-annotated dataset of over 300k images for license plate detection and recognition, published at ECCV 2018. It i… | 32 | 2651 | stable |
| athina-ai/rag-cookbooks A collection of Jupyter notebook cookbooks demonstrating advanced and agentic Retrieval-Augmented Generation (RAG) techniques, progressing … | 24 | 2570 | active |
| VisDrone Benchmark VisDrone is a large-scale benchmark dataset of drone-captured images and videos with over 2.6 million annotated bounding boxes for object d… | 32 | 2529 | stable |
| ForceInjection/AI-fundamentals A comprehensive Chinese-language learning resource collection covering the full AI infrastructure stack, from GPU/TPU hardware architecture… | 69 | 2514 | active |
| aolofsson/awesome-opensource-hardware A curated, categorized list of open source hardware tools, EDA software, PDKs, reusable circuit designs, and educational resources. It serv… | 63 | 2416 | active |
| qosf/awesome-quantum-software A curated, community-maintained list of open-source quantum software projects organized by category, including full-stack libraries, simula… | 76 | 2385 | active |
| mistralai/cookbook A collection of Jupyter notebook examples and guides for using Mistral AI models via the Mistral API, contributed by Mistral and the commun… | 71 | 2321 | active |
| wafer-ai/gpu-perf-engineering-resources A curated list of resources for learning AI/GPU performance engineering, ordered from GPU fundamentals through kernel optimization, inferen… | 60 | 2284 | active |
| beir-cellar/beir BEIR is a heterogeneous benchmark for information retrieval, aggregating 15+ diverse IR datasets with a common evaluation framework for NLP… | 46 | 2284 | active |
| xianhu/LearnPython A collection of Python learning scripts and Jupyter notebooks that teach Python concepts through runnable code examples, from basics to adv… | 32 | 8566 | maintenance |
| zengyh1900/Awesome-Image-Inpainting A curated awesome-list of image inpainting and video inpainting research papers, organized by year and venue, with links to code and projec… | 62 | 2179 | active |
| sherifabdlnaby/elastdocker A Docker Compose template that deploys the full Elastic Stack (Elasticsearch, Logstash, Kibana) v9+ with security, self-monitoring, and too… | 84 | 2068 | active |
| apple/ml-hypersim Hypersim is a photorealistic synthetic dataset of 74,619 images across 461 indoor scenes with dense per-pixel semantic instance segmentatio… | 59 | 2045 | stable |
| Classiq/classiq-library A large open-source collection of quantum algorithms, applications, and tutorials built with the Classiq SDK and Qmod language. It serves a… | 91 | 2039 | active |
| InternLM/Tutorial A hands-on tutorial repository for the InternLM large language model ecosystem, structured as a multi-level challenge camp with tasks, docs… | 62 | 1971 | active |
| GoogleCloudPlatform/java-docs-samples A collection of Java and Kotlin code samples demonstrating how to use Google Cloud Platform services, maintained by Google and referenced f… | 68 | 1907 | active |
| cfregly/ai-performance-engineering Code, labs, and resources accompanying the O'Reilly book 'AI Systems Performance Engineering', covering GPU optimization, distributed train… | 64 | 1907 | active |
| Daisy-Zhang/Awesome-Deepfakes-Detection A curated awesome-list of datasets, tools, papers, and code for deepfake detection research. It organizes resources by method categories su… | 50 | 1823 | active |
| alwxkxk/soft-and-hard A free Chinese-language IoT tutorial ('软硬结合——从零打造物联网') with accompanying demo source code that teaches building a complete IoT system from … | 34 | 1686 | active |
| neural-maze/philoagents-course An open-source course teaching how to build an AI-powered game simulation engine where agents impersonate historical philosophers like Plat… | 42 | 1541 | active |
| TurboWay/bigdata_analyse A collection of hands-on big data analysis projects in Python, SQL, and HQL, each with documentation, datasets, and full pipelines from cle… | 32 | 5339 | maintenance |
| chenditc/investment_data A crowdsourced Chinese stock market dataset (A-shares) maintained in a Dolt database and exported to Microsoft Qlib binary format via Pytho… | 96 | 1440 | active |
| romanmichaelpaolucci/Quant-Guild-Library A curated library of Jupyter notebooks paired with YouTube video lectures on quantitative finance by Roman Paolucci. Topics span stochastic… | 63 | 1434 | active |
| Alfred1984/interesting-python A collection of small, fun Python projects demonstrating web scraping and data analysis, written as Jupyter Notebooks and paired with Chine… | 32 | 5006 | maintenance |
| Azure-Samples/openai A collection of Jupyter Notebook code samples and starter templates for Azure OpenAI Service and Azure AI Foundry, complementing the OpenAI… | 74 | 1344 | active |
| szenergy/awesome-lidar A curated awesome-list of LIDAR resources, including sensor manufacturers, datasets, point cloud processing libraries, frameworks, algorith… | 64 | 1336 | active |
| luzhisheng/js_reverse A curated collection of study notes and tool links for learning web scraping reverse engineering, covering JavaScript deobfuscation, app re… | 76 | 1326 | active |
| Yuan-ManX/ai-game-devtools A curated awesome-list hub cataloging AI-powered game development tools across categories like LLMs, world models, agents, code, image, tex… | 72 | 1326 | active |
| NVIDIA/dgx-spark-playbooks A collection of step-by-step playbooks (Jupyter Notebook-based guides) for setting up AI/ML workloads on NVIDIA DGX Spark devices with Blac… | 62 | 1323 | active |
| CharlesQ9/Self-Evolving-Agents A curated survey repository cataloging research papers on self-evolving AI agents, organized by what, when, how, and where agents evolve. I… | 39 | 1307 | active |
| datascale-ai/data_engineering_book An open-source book (with GitHub Pages site and runnable Python code) on data engineering for large language models, covering pretraining d… | 64 | 1306 | active |
| datawhalechina/diy-llm A Chinese-language, code-driven course (adapted from Stanford CS336) for systematically building large language models from scratch. It cov… | 79 | 1284 | active |
| patrick-llgc/Learning-Deep-Learning A curated collection of paper reading notes on deep learning and machine learning, with topic-organized reviews covering computer vision, 3… | 70 | 1270 | active |
| mlc-ai/modern-gpu-programming-for-mlsys An open online book from the MLC team teaching modern GPU kernel programming for machine learning systems, progressing from GPU hardware fu… | 59 | 1245 | active |
| navilg/media-stack A Docker Compose-based self-hosted media stack bundling Sonarr, Radarr, Prowlarr, qBittorrent, Seerr, Jellyfin, and AI-powered recommendati… | 77 | 1232 | active |
| BIT-DataLab/LakeBench LakeBench is a large-scale benchmark for evaluating table discovery methods (joinable and unionable table search) in data lakes, containing… | 37 | 1210 | active |
| CodeCutTech/Data-science A curated collection of data science articles, videos, and code examples from CodeCut, covering topics like MLOps, data management, testing… | 10 | 4219 | maintenance |
| togethercomputer/together-cookbook A collection of Jupyter notebook recipes and guides demonstrating how to build applications with open-source models using the Together AI A… | 63 | 1183 | active |
| RimoChan/Vtuber_Tutorial A Chinese-language tutorial series teaching how to build your own Vtuber from scratch, covering facial capture with a webcam through to cha… | 32 | 1141 | active |
| elastic/elasticsearch-labs A collection of executable Python notebooks and example applications from Elastic demonstrating how to use Elasticsearch as a vector databa… | 74 | 1127 | active |
| heathersherry/Knowledge-Graph-Tutorials-and-Papers A curated awesome-list of tutorials, papers, and resources about knowledge graphs, covering construction, embedding, reasoning, question an… | 76 | 1071 | active |
| DrWaleedAYousef/Teaching A collection of university-level teaching materials and lecture notes by Dr. Waleed A. Yousef covering computer science, mathematics, and d… | 32 | 1021 | active |
| mrdbourke/simple-local-rag A tutorial repository by mrdbourke teaching how to build a retrieval-augmented generation (RAG) pipeline from scratch that runs entirely lo… | 25 | 1011 | active |
| Best AI Papers (Yearly Review) A yearly curated list of the most significant AI and data science research papers, organized by release date with video explanations, in-de… | 32 | 3180 | maintenance |
| jupyter-naas/awesome-notebooks A curated catalog of production-ready Jupyter Notebook templates organized by tool and structured with an Input-Model-Output (IMO) framewor… | 32 | 3016 | maintenance |
| xuebinqin/DIS Official repository for the ECCV 2022 paper 'Highly Accurate Dichotomous Image Segmentation' (DIS), providing the DIS dataset, IS-Net model… | 32 | 2569 | maintenance |
| Nyuzi Processor Nyuzi is an experimental open-source GPGPU microprocessor architecture with a synthesizable SystemVerilog hardware design, instruction set … | 32 | 2220 | maintenance |
| LinkSoul-AI/Chinese-Llama-2-7b An open-source, commercially usable Chinese-adapted LLaMA 2 7B chat model with a bilingual Chinese-English SFT dataset, following the llama… | 28 | 2203 | maintenance |
| ujjwalkarn/DataScienceR A curated list of R tutorials and packages for Data Science, NLP, and Machine Learning, serving as a reference guide for common data analys… | 32 | 2150 | maintenance |
| charent/ChatLM-mini-Chinese ChatLM-Chinese-0.2B is a small (0.2B parameter) Chinese conversational language model with fully open-sourced training pipeline code coveri… | 28 | 1731 | maintenance |