resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| johnmyleswhite/ML_for_Hackers Companion code repository for the O'Reilly book 'Machine Learning for Hackers' (2012), containing R code examples for each chapter. It serv… | 32 | 3730 | maintenance |
| 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 |
| aangelopoulos/conformal-prediction A collection of Jupyter notebooks demonstrating conformal prediction (conformal inference) on real-world machine learning tasks like image … | 55 | 1082 | active |
| mahmoudparsian/data-algorithms-book The official source code repository for Mahmoud Parsian's O'Reilly books 'Data Algorithms' and related titles, containing MapReduce, Spark,… | 32 | 1081 | active |
| wdndev/tiny-llm-zh An educational project that implements a small-parameter Chinese large language model from scratch, covering the full pipeline: tokenizer t… | 25 | 1081 | 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… | 73 | 1080 | 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 | 3677 | maintenance |
| Jingkang50/OpenOOD OpenOOD is a benchmark framework that reproduces and fairly compares methods for generalized out-of-distribution detection, spanning anomal… | 47 | 1072 | active |
| krishnakumarsekar/awesome-quantum-machine-learning A curated awesome-list of quantum machine learning resources, covering basics, algorithms, study materials, libraries, and projects organiz… | 32 | 3659 | maintenance |
| quqxui/Awesome-LLM4IE-Papers A curated awesome-list of academic papers on generative Information Extraction (IE) using Large Language Models, organized by task (NER, re… | 26 | 1062 | active |
| Kent0n-Li/ChatDoctor ChatDoctor is a medical chat model fine-tuned on LLaMA using real patient-doctor conversations, with training code, datasets (HealthCareMag… | 30 | 3630 | 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 | 3629 | 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 | 3628 | maintenance |
| volkamerlab/teachopencadd TeachOpenCADD is a teaching platform for computer-aided drug design (CADD) built from interactive Jupyter notebooks ('talktorials') that us… | 93 | 1061 | active |
| analyticalrohit/pytorch_fundamentals A hands-on Jupyter notebook tutorial introducing PyTorch fundamentals, covering tensor initialization, operations, indexing, reshaping, bro… | 47 | 1056 | active |
| 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 |
| hukenovs/hagrid HaGRID is a large-scale hand gesture recognition image dataset containing over one million FullHD RGB images across 33 gesture classes plus… | 36 | 1055 | 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 | 1055 | stable |
| worldcoin/awesome-zkml A curated awesome-list of resources for Zero-Knowledge Machine Learning (ZKML), including papers, codebases, tutorials, and community conte… | 10 | 1054 | active |
| zhoubolei/introRL An open introductory course on reinforcement learning by Boley Zhou, consisting of 10 lectures with English slides and Mandarin video lectu… | 32 | 3597 | maintenance |
| 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… | 68 | 1053 | stable |
| LC1332/Luotuo-Chinese-LLM Luotuo (Camel) is an umbrella open-source project for Chinese large language models, releasing a series of fine-tuned LLMs, datasets, train… | 30 | 3588 | maintenance |
| dssg/hitchhikers-guide An open curriculum and guide from the Data Science for Social Good (DSSG) Fellowship containing tutorials, teach-outs, and training materia… | 74 | 1050 | active |
| dataprofessor/code A compilation of R and Python code notebooks accompanying the Data Professor YouTube channel's data science tutorials. It covers explorator… | 60 | 1049 | active |
| benedekrozemberczki/awesome-gradient-boosting-papers A curated awesome-list of gradient and adaptive boosting research papers, each linked to paper sources and code implementations. It covers … | 58 | 1049 | active |
| EBazarov/nsfw_data_source_urls A curated collection of text files listing over 1.5 million image URLs across 159 categories, intended for downloading and building NSFW im… | 32 | 3577 | maintenance |
| 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 … | 68 | 1045 | active |
| opencv/opencv_zoo A collection of pre-trained computer vision models tuned for OpenCV's DNN inference module, accompanied by benchmarking tools for various h… | 61 | 1043 | active |
| Bayesian Data Analysis demos A collection of Jupyter notebook demos in Python accompanying the textbook Bayesian Data Analysis (3rd edition) by Gelman et al. The demos … | 51 | 1043 | active |
| pytorch/benchmark TorchBench is a collection of open source benchmarks used to evaluate PyTorch performance across popular model workloads. It provides a sta… | 77 | 1042 | active |
| MrSyee/pg-is-all-you-need A step-by-step tutorial repository of Jupyter notebooks teaching policy gradient reinforcement learning algorithms from A2C to SAC, with th… | 74 | 1038 | stable |
| simoninithomas/awesome-ai-tools-for-game-dev A curated awesome-list cataloging AI tools that accelerate game development, covering asset and texture generation, image generation, code … | 29 | 1038 | active |
| kubeflow/community-distribution The official Kubeflow Community Distribution providing manifests to install the full Kubeflow Platform (Pipelines, KServe, Central Dashboar… | 92 | 1036 | active |
| aws-samples/aws-machine-learning-university-accelerated-tab An open course from AWS Machine Learning University covering machine learning techniques for tabular (spreadsheet-like) data, with slides, … | 32 | 1035 | stable |
| NELSONZHAO/zhihu A collection of Jupyter Notebook tutorials accompanying the author's Zhihu column '机器不学习', implementing deep learning projects in TensorFlo… | 32 | 3521 | maintenance |
| Ma-Lab-Berkeley/deep-representation-learning-book Source repository for the open book 'Learning Deep Representations of Data Distributions', written in LaTeX with Python code that generates… | 63 | 1034 | active |
| ZhiqingXiao/rl-book Source code repository for the book 'Reinforcement Learning: Theory and Python Implementation', providing Python implementations of RL algo… | 54 | 1032 | active |
| PacktPublishing/Causal-Inference-and-Discovery-in-Python The official code repository for the Packt book 'Causal Inference and Discovery in Python', containing Jupyter Notebook exercises and examp… | 74 | 1030 | active |
| gigwegbe/tinyml-papers-and-projects A curated awesome-list of papers, projects, articles, courses, and tools about TinyML (machine learning on microcontrollers and resource-co… | 57 | 1030 | active |
| AlphaFin-proj/AlphaFin AlphaFin is a financial analysis benchmark dataset plus StockGPT chat models and the Stock-Chain retrieval-augmented framework, targeting s… | 58 | 1029 | active |
| google/dreambooth The official dataset accompanying the Google DreamBooth paper on fine-tuning text-to-image diffusion models for subject-driven generation. … | 10 | 1029 | stable |
| YifanZhang07/Awesome-LongTailed-Learning A curated awesome list and accompanying codebase for deep long-tailed learning, based on a TPAMI 2023 survey paper. It catalogs top-tier co… | 56 | 1028 | active |
| google-gemini/nano-banana-hackathon-kit The official starter kit for Google DeepMind's Nano Banana 48-hour hackathon, providing Jupyter notebook guides, code examples, and resourc… | 35 | 1028 | active |
| fastai/course-nlp A code-first university course introducing natural language processing through Jupyter notebooks in Python, covering topic modeling, sentim… | 32 | 3490 | maintenance |
| maxim5/cs229-2018-autumn A collection of lecture notes, slides, and assignments for Stanford's CS229: Machine Learning course (Autumn 2018 edition). It serves as a … | 35 | 3489 | maintenance |
| towardsai/tutorials A collection of free AI, machine learning, and data science tutorials by Towards AI, provided as Jupyter Notebook code examples with compan… | 32 | 1026 | active |
| chrisconlan/algorithmic-trading-with-python Source code companion to the book 'Algorithmic Trading with Python' (2020) by Chris Conlan, including a small library (pypm) with performan… | 32 | 3485 | maintenance |
| kjaisingh/ML-for-High-Schoolers A curated learning path guide teaching machine learning and artificial intelligence specifically to high school students, written by a high… | 10 | 1025 | active |
| guillaume-chevalier/LSTM-Human-Activity-Recognition A Jupyter Notebook tutorial demonstrating Human Activity Recognition using an LSTM recurrent neural network in TensorFlow on the UCI smartp… | 32 | 3483 | maintenance |
| yaotingwangofficial/Awesome-MCoT An awesome-list repository accompanying the first systematic survey paper on Multimodal Chain-of-Thought (MCoT) reasoning (arXiv:2503.12605… | 57 | 1024 | active |
| Minqi824/ADBench ADBench is the official implementation of a comprehensive tabular anomaly detection benchmark published at NeurIPS 2022, comparing 30 algor… | 59 | 1023 | active |
| OSU-NLP-Group/Mind2Web Mind2Web is the first dataset and benchmark for developing and evaluating generalist LLM-based web agents that follow natural language inst… | 52 | 1023 | active |
| huytransformer/Awesome-Out-Of-Distribution-Detection A curated awesome-list of papers, tutorials, books, videos, articles, and open-source libraries covering out-of-distribution (OOD) detectio… | 57 | 1022 | active |
| jaymody/picoGPT A tiny, minimal implementation of GPT-2 inference in plain NumPy, with the forward pass in ~40 lines of code. It is an educational companio… | 31 | 3469 | maintenance |
| AvrahamRaviv/Deep-Learning-in-Hebrew A complete open-source book in Hebrew covering machine learning and deep learning, with accompanying Jupyter notebooks and PDF chapters. It… | 60 | 1020 | active |
| zacharywhitley/awesome-ocr A curated awesome-list of OCR (optical character recognition) resources, including tools and research for deskewing, dewarping, text detect… | 75 | 1019 | active |
| cycleuser/Stanford-CS-229 A Chinese translation of Stanford's CS229 machine learning course lecture notes by Andrew Ng. The repository hosts Markdown and Word transl… | 32 | 3457 | maintenance |
| yueliu1999/Awesome-Deep-Graph-Clustering A curated awesome-list of state-of-the-art deep graph clustering methods, including papers, code links, and datasets. It accompanies an IEE… | 70 | 1018 | active |
| CLUEbenchmark/CLUECorpus2020 CLUECorpus2020 is a 100GB cleaned Chinese text corpus (35 billion characters) derived from Common Crawl for pre-training language models, p… | 62 | 1018 | stable |
| allisonhorst/palmerpenguins An R package providing the Palmer Station Antarctica penguin dataset as a friendly alternative to the classic iris dataset for data explora… | 23 | 1018 | stable |
| OpenBioLink/ThoughtSource ThoughtSource is an open hub of datasets and tools for chain-of-thought reasoning in large language models, providing standardized dataload… | 23 | 1015 | active |
| dair-ai/ML-Notebooks A collection of minimal, reusable Jupyter notebooks covering machine learning and deep learning tasks, built primarily with PyTorch. It ser… | 32 | 3436 | maintenance |
| data-science-on-aws/data-science-on-aws Companion Jupyter Notebook repository for the O'Reilly book 'Data Science on AWS', containing end-to-end AI/ML pipeline examples using Amaz… | 32 | 3434 | maintenance |
| nghorbani/amass AMASS is a large unified database of human motion capture data representing 15 optical marker-based mocap datasets in a common SMPL+H body … | 23 | 1011 | stable |
| iusztinpaul/hands-on-llms A free open-source course teaching LLMs, LLMOps, and vector databases by building a real-time financial advisor LLM system with training, s… | 10 | 3422 | maintenance |
| microsoft/WindowsAppSDK-Samples A collection of official sample applications demonstrating features of the Windows App SDK, including WinUI, app lifecycle, deployment, and… | 68 | 1008 | active |
| yyysjz1997/Awesome-TimeSeries-SpatioTemporal-Diffusion-Model A curated awesome-list and survey repository cataloging diffusion models for time series, spatio-temporal, and tabular data, with papers, c… | 56 | 1006 | active |
| datawhalechina/machine-learning-toy-code A collection of Jupyter Notebook tutorials implementing classic machine learning algorithms from the 'Watermelon Book' (Zhou Zhihua's Machi… | 41 | 1006 | stable |
| RuihengZhang/IFSOD-dataset IFSOD is a benchmark dataset for infrared few-shot object detection, containing 4,815+ images with 23,000+ annotations across 18 categories… | 28 | 1005 | active |
| abdullahtarek/football_analysis A Jupyter Notebook-based computer vision project that detects and tracks players, referees, and balls in football videos using YOLO, Kmeans… | 25 | 1005 | active |
| RussTedrake/underactuated The course text and companion software for MIT 6.832 Underactuated Robotics, covering algorithms for walking, running, swimming, flying, an… | 65 | 1004 | active |
| X-EraAI/ActPhysCause-Challenge ActPhysCause Challenge is a benchmark and dataset for action-conditioned physical and causal world modeling, hosted as Track 0 of the LoViF… | 54 | 1004 | active |
| jianzongwu/Awesome-Open-Vocabulary An awesome-list repository accompanying the TPAMI 2024 survey 'Towards Open Vocabulary Learning: A Survey'. It records, tracks, and benchma… | 66 | 1003 | active |
| NannyML/The-Little-Book-of-ML-Metrics An open-source reference book covering machine learning evaluation metrics across regression, classification, clustering, ranking, computer… | 52 | 1003 | active |
| SupeRuier/awesome-active-learning A curated awesome-list and structured knowledge base covering Active Learning research, including papers, surveys, tutorials, theory, code … | 64 | 1001 | active |
| datawhalechina/learn-nlp-with-transformers A Chinese-language open-source tutorial repository teaching natural language processing with the Transformers library, covering models like… | 32 | 3370 | maintenance |
| Smilexuhc/Data-Competition-TopSolution A curated collection of links to top-ranking open-source solutions from data science and machine learning competitions (CCF BDCI, DCIC, and… | 32 | 3365 | maintenance |
| thunlp/PLMpapers A curated reading list of must-read papers on pre-trained language models (PLMs), with a family diagram showing relationships between model… | 32 | 3358 | maintenance |
| priya-dwivedi/Deep-Learning A collection of standalone deep learning projects in Jupyter Notebooks, each in its own folder, covering topics the author explored and blo… | 32 | 3356 | maintenance |
| NVIDIA-AI-IOT/jetbot JetBot is an open-source educational AI robot platform built on NVIDIA Jetson Nano, with tutorials from basic motion control to AI-based co… | 63 | 3331 | maintenance |
| tirthajyoti/Machine-Learning-with-Python A collection of practice and tutorial-style Jupyter notebooks covering a wide variety of machine learning techniques with Python. It includ… | 32 | 3326 | maintenance |
| artemnovichkov/iOS-11-by-Examples A collection of Swift code examples demonstrating new iOS 11 APIs such as Core ML, Vision, ARKit, Core NFC, MapKit, and DeviceCheck. It ser… | 32 | 3283 | maintenance |
| Sakura-gh/ML-notes A collection of machine learning study notes based on Hung-yi Lee's courses, published as HTML pages and PDFs. It covers regression, classi… | 32 | 3281 | maintenance |
| shu223/iOS-10-Sampler A collection of Swift code examples demonstrating the new APIs introduced in iOS 10, including Speech framework recognition, Metal CNN imag… | 32 | 3272 | maintenance |
| graykode/nlp-roadmap A mind-map style roadmap and keyword collection for students learning Natural Language Processing, covering probability/statistics, machine… | 32 | 3266 | maintenance |
| fchollet/keras-resources A curated directory of tutorials, guides, and open-source repositories for working with Keras, the Python deep learning library. It aggrega… | 32 | 3261 | maintenance |
| noahshinn/reflexion Reference implementation of the NeurIPS 2023 Reflexion paper, where language agents improve through verbal self-reflection instead of weigh… | 30 | 3253 | maintenance |
| google/BIG-bench BIG-bench is a collaborative benchmark with over 200 tasks for probing and measuring the capabilities of large language models. It includes… | 10 | 3246 | maintenance |
| ysh329/deep-learning-model-convertor A curated awesome-list cataloging tools and converters for converting deep learning models between frameworks such as TensorFlow, PyTorch, … | 32 | 3236 | maintenance |
| tirthajyoti/Data-science-best-resources A curated collection of links to data science resources covering software, platforms, languages, techniques, and online courses. It is a re… | 32 | 3223 | maintenance |
| seungeunrho/minimalRL A collection of minimal PyTorch implementations of classic deep reinforcement learning algorithms (REINFORCE, DQN, PPO, DDPG, A3C, A2C, ACE… | 32 | 3222 | maintenance |
| sbrugman/deep-learning-papers A curated reading list of deep learning research papers organized by task (code, text, vision, audio) and ordered by date, with state-of-th… | 10 | 3182 | maintenance |
| higgsfield/RL-Adventure A step-by-step PyTorch tutorial series implementing Deep Q-Network variants, from vanilla DQN through Double DQN, Prioritized Replay, Noisy… | 32 | 3179 | maintenance |
| JustFollowUs/Machine-Learning A curated Chinese-language machine learning curriculum listing courses, textbooks, and a recommended learning path covering math foundation… | 32 | 3163 | maintenance |
| bfortuner/ml-glossary An open-source machine learning glossary published as a Sphinx-hosted documentation site, covering neural networks and deep learning concep… | 32 | 3133 | maintenance |
| Miraclelucy/dive_into_deep_learning A collection of Python study notes for Mu Li's 'Dive into Deep Learning' course, rewritten from the original Jupyter notebooks into standal… | 32 | 3078 | maintenance |
| Tencent/tencent-ml-images Tencent ML-Images is the largest open-source multi-label image database, containing ~17.6M training and ~88.7K validation image URLs annota… | 32 | 3062 | maintenance |
| ieee8023/covid-chestxray-dataset An open, publicly curated dataset of chest X-ray and CT images from patients positive or suspected of COVID-19 and other viral/bacterial pn… | 23 | 3062 | maintenance |
| L1aoXingyu/pytorch-beginner A collection of simple toy projects and examples for learning PyTorch as a beginner. It provides minimal, easy-to-follow code demonstrating… | 53 | 3040 | maintenance |
| endymecy/awesome-deeplearning-resources A curated awesome-list of deep learning and deep reinforcement learning research papers, sorted chronologically, with links to code, model … | 61 | 3026 | maintenance |