resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| weihaox/awesome-digital-human A curated awesome-list of research papers, code, datasets, and industry products on digital humans, covering 2D/3D/4D human modeling, avata… | 67 | 1976 | active |
| Guang000/Awesome-Dataset-Distillation A curated awesome-list of papers, code, and project pages on dataset distillation and dataset condensation, maintained by researchers in th… | 77 | 1972 | active |
| DA-southampton/NLP_ability A curated Chinese-language knowledge repository summarizing what an NLP engineer needs to learn, including interview questions, deep learni… | 32 | 7508 | maintenance |
| amusi/awesome-object-detection A curated awesome-list of papers, code repositories, and surveys on object detection in deep learning, covering models from R-CNN and YOLO … | 32 | 7506 | maintenance |
| wiseodd/generative-models A collection of reference implementations of generative models including GANs, VAEs, RBMs, and Helmholtz machines in PyTorch and TensorFlow… | 32 | 7490 | maintenance |
| firmai/industry-machine-learning A curated list of applied machine learning and data science notebooks and libraries organized across different industries. It serves as a r… | 32 | 7485 | maintenance |
| Microsoft Building Footprints Open datasets of computer-generated building footprint polygons for the United States (and globally) derived by Microsoft using deep learni… | 76 | 1947 | active |
| ageron/handson-mlp A collection of Jupyter notebooks teaching machine learning and deep learning fundamentals in Python using Scikit-Learn, PyTorch, and Huggi… | 64 | 1946 | active |
| alembics/disco-diffusion Disco Diffusion is a Jupyter/Colab notebook that amalgamates diffusion models, techniques, and utilities for generating AI art and animatio… | 23 | 7397 | maintenance |
| MicrosoftDocs/ml-basics A collection of Jupyter Notebook exercise files accompanying the 'Create machine learning models' learning path on Microsoft Learn. It prov… | 48 | 1941 | active |
| ai4s-research/awesome-ai-for-science A curated awesome-list of AI tools, libraries, papers, datasets, and frameworks for accelerating scientific discovery across physics, chemi… | 62 | 1937 | active |
| gavinkhung/machine-learning-visualized A Jupyter Book website that implements and mathematically derives machine learning algorithms from first principles using Jupyter Notebooks… | 64 | 1936 | active |
| Thinklab-SJTU/Bench2Drive Bench2Drive is a closed-loop benchmark and dataset for end-to-end autonomous driving, built on CARLA with an RL-based expert driver (Think2… | 68 | 1934 | active |
| Jack-bo1220/Awesome-Remote-Sensing-Foundation-Models A curated awesome-list cataloging papers, code, pre-trained weights, datasets, and benchmarks for Remote Sensing Foundation Models (RSFMs).… | 63 | 1931 | active |
| harlanhong/awesome-talking-head-generation A curated awesome-list of papers, datasets, and surveys on talking head generation, covering face animation, audio-driven synthesis, portra… | 67 | 1930 | active |
| FareedKhan-dev/all-rl-algorithms A collection of Jupyter Notebook implementations of 18 reinforcement learning algorithms written from scratch in Python with NumPy and PyTo… | 37 | 1929 | active |
| luyishisi/Anti-Anti-Spider A Chinese-language repository collecting techniques and code for bypassing anti-scraping measures on websites, including a CNN-based (AlexN… | 32 | 7279 | maintenance |
| krasserm/bayesian-machine-learning A collection of Jupyter notebooks teaching Bayesian machine learning, covering Bayesian linear regression, Gaussian processes, sparse Gauss… | 64 | 1917 | stable |
| wangshusen/SearchEngine An educational repository of slides and video lectures (in Chinese) covering search engine technology, from basics and relevance ranking to… | 32 | 1911 | active |
| thunil/Physics-Based-Deep-Learning A curated collection of links to research works on physics-based deep learning (PBDL), combining physical modeling with deep learning techn… | 52 | 1908 | active |
| rasbt/python-machine-learning-book-2nd-edition The official code repository for the book 'Python Machine Learning (2nd edition)', containing Jupyter notebooks and Python scripts for each… | 32 | 7201 | maintenance |
| bytedance/GiantMIDI-Piano GiantMIDI-Piano is a classical piano MIDI dataset containing 10,855 transcribed MIDI files from 2,786 composers, generated by transcribing … | 10 | 1896 | stable |
| wq2012/awesome-diarization A curated awesome-list of speaker diarization resources, including papers, software libraries, datasets, conferences, and learning material… | 77 | 1895 | active |
| jsksxs360/How-to-use-Transformers A Chinese-language tutorial and code repository for quickly learning the Hugging Face Transformers library, covering NLP fundamentals throu… | 63 | 1892 | active |
| safe-graph/graph-fraud-detection-papers A curated awesome-list of academic papers and resources on graph- and transformer-based fraud, anomaly, and outlier detection, organized by… | 72 | 1889 | active |
| probml/pyprobml A collection of Jupyter notebooks with Python code reproducing the figures from Kevin Murphy's 'Probabilistic Machine Learning' books (Intr… | 53 | 7132 | maintenance |
| HHHHHejia/Awesome-AgenticLLM-RL-Papers A curated paper list accompanying the survey 'The Landscape of Agentic Reinforcement Learning for LLMs', cataloguing RL algorithms (PPO, DP… | 57 | 1881 | active |
| ZHOUYI1023/awesome-radar-perception A curated awesome-list of radar perception resources covering datasets, detection, tracking, sensor fusion, signal processing, and SLAM for… | 39 | 1880 | active |
| Fafa-DL/Lhy_Machine_Learning A collection of lecture slides, notes, and homework assignments for Hung-yi Lee's 2021/2022/2023 Spring Machine Learning courses, maintaine… | 32 | 7111 | maintenance |
| Farama-Foundation/Metaworld Meta-World is an open-source benchmark of 50 simulated robotic manipulation tasks built on MuJoCo and the Gymnasium API, for evaluating mul… | 84 | 1878 | active |
| GMvandeVen/continual-learning A PyTorch research codebase implementing many continual learning methods (EWC, SI, LwF, XdG, replay variants, iCaRL, generative classifier,… | 45 | 1878 | active |
| tiepvupsu/ebookMLCB Source repository for the Vietnamese ebook 'Machine Learning cơ bản' (Fundamentals of Machine Learning) by Vũ Hữu Tiệp, containing the book… | 32 | 1876 | stable |
| inference-labs-inc/zkml-blueprints A curated collection of mathematical formulations and zero-knowledge circuit designs for proving machine learning computations, covering op… | 49 | 1875 | active |
| afshinea/stanford-cs-230-deep-learning A collection of illustrated VIP cheatsheets (PDF and web) summarizing Stanford's CS 230 Deep Learning course, covering CNNs, RNNs, and deep… | 32 | 7079 | maintenance |
| likedan/Awesome-CoreML-Models A curated awesome-list of machine learning models converted to Apple's Core ML format for iOS, macOS, tvOS, and watchOS. It aggregates down… | 44 | 7052 | maintenance |
| instillai/machine-learning-course An open-source machine learning course written in Python, providing tutorials and reference material on core ML algorithms and concepts. It… | 23 | 7045 | maintenance |
| HuangOwen/Awesome-LLM-Compression A curated awesome-list of research papers and tools on large language model compression, covering quantization, pruning and sparsity, disti… | 74 | 1865 | active |
| zchoi/Awesome-Embodied-Robotics-and-Agent A curated awesome-list of research papers on embodied AI, robotics, and agents powered by Large Language Models and Vision-Language Models.… | 72 | 1865 | active |
| karolpiczak/ESC-50 ESC-50 is a labeled dataset of 2000 five-second environmental audio recordings organized into 50 classes for benchmarking environmental sou… | 32 | 1865 | stable |
| john-rocky/CoreML-Models A curated model zoo of PyTorch models converted to ready-to-use CoreML .mlpackage files for iOS and macOS, each with a conversion script an… | 92 | 1863 | active |
| princewen/tensorflow_practice A collection of TensorFlow 1.4 practice examples and tutorials covering reinforcement learning, NLP, and recommendation systems, written in… | 32 | 7020 | maintenance |
| ray-project/llm-applications A comprehensive tutorial repository (Jupyter notebooks plus guide) for building production-grade RAG-based LLM applications using Ray. It c… | 62 | 1856 | active |
| yassouali/awesome-semi-supervised-learning A curated, regularly updated list of semi-supervised learning papers, methods, and resources, covering deep learning, computer vision, NLP,… | 32 | 1856 | active |
| zhihongz/awesome-low-light-image-enhancement A curated awesome-list of resources for low-light image enhancement, covering datasets, papers, open-source code, and evaluation metrics. I… | 69 | 1848 | active |
| apple/pico-banana-400k A large-scale dataset of ~400K text-image-edit triplets for text-guided image editing research, built from Open Images using Nano-Banana ed… | 42 | 1846 | active |
| shsarv/Machine-Learning-Projects A curated collection of 26 end-to-end machine learning projects in Jupyter Notebooks covering deep learning, NLP, computer vision, healthca… | 74 | 1843 | active |
| MLEveryday/practicalAI-cn A Chinese translation of the practicalAI project, a collection of Jupyter notebooks teaching practical machine learning and deep learning w… | 66 | 6921 | maintenance |
| benedekrozemberczki/awesome-fraud-detection-papers A curated awesome-list of academic research papers on fraud detection, spanning data mining, graph learning, and machine learning venues li… | 58 | 1829 | active |
| nltk/nltk_data The official data distribution repository for NLTK, containing corpora, trained models, tokenizers, and other data packages used with the N… | 72 | 1828 | stable |
| trekhleb/machine-learning-experiments A collection of interactive machine learning experiments, each pairing a Jupyter/Colab training notebook with a browser-based demo page sho… | 56 | 1827 | active |
| peremartra/Large-Language-Model-Notebooks-Course A free, hands-on Jupyter Notebook course on building applications with Large Language Models, covering OpenAI and Hugging Face models, Lang… | 67 | 1823 | active |
| kk7nc/Text_Classification A companion repository for the survey paper 'Text Classification Algorithms: A Survey', providing explanations and Python code for text cla… | 38 | 1818 | active |
| brevdev/launchables A collection of Jupyter notebook guides from the Brev.dev (NVIDIA Brev) team covering LLM fine-tuning, multi-modal models, image segmentati… | 70 | 1816 | active |
| yenchenlin/DeepLearningFlappyBird A Python demo that trains a Deep Q-Network (DQN) to play Flappy Bird from raw pixel input using TensorFlow, pygame, and OpenCV. It serves a… | 32 | 6819 | maintenance |
| stepjam/RLBench RLBench is a large-scale robot learning benchmark and simulation environment built on CoppeliaSim and PyRep, featuring 100 hand-designed ma… | 24 | 1812 | active |
| Atcold/NYU-DLSP20 NYU Deep Learning Spring 2020 course materials by Yann LeCun and Alfredo Canziani, including Jupyter notebooks, slides, and videos. Covers … | 34 | 6809 | maintenance |
| krishnaik06/Data-Science-Projects-For-Resumes A curated collection of end-to-end data science projects (machine learning, deep learning, NLP, computer vision) designed to build a resume… | 25 | 1803 | active |
| KaimingHe/deep-residual-networks The official repository for the original ResNet-50, ResNet-101, and ResNet-152 models from the paper 'Deep Residual Learning for Image Reco… | 32 | 6754 | maintenance |
| rhiever/Data-Analysis-and-Machine-Learning-Projects A collection of teaching materials, code, and datasets accompanying Randal S. Olson's data analysis and machine learning blog posts, primar… | 32 | 6749 | maintenance |
| TommyZihao/zihao_course A collection of open courses by Tongji Zihao (TommyZihao) covering computer vision, graph machine learning, explainable AI, and AI paper re… | 38 | 1792 | active |
| DGoettlich/history-llms An information hub for an academic research project at the University of Zurich training large language models from scratch on historical, … | 42 | 1789 | active |
| hymie122/RAG-Survey A curated collection of research papers on Retrieval-Augmented Generation (RAG) for AI-Generated Content, organized according to the author… | 25 | 1789 | active |
| LastAncientOne/Deep_Learning_Machine_Learning_Stock A collection of Jupyter Notebook tutorials and studies applying machine learning and deep learning algorithms to stock price prediction. It… | 32 | 1787 | active |
| coderonion/awesome-yolo-object-detection A curated awesome-list of YOLO object detection projects, implementations, datasets, and deployment resources. It covers YOLO versions acro… | 43 | 1784 | active |
| linyiLYi/snake-ai A Python project implementing the classic Snake game with Pygame and an AI agent trained via deep reinforcement learning to play it. It pro… | 30 | 1784 | stable |
| DjangoPeng/openai-quickstart A comprehensive open-source tutorial and learning guide for developing applications with large language models, built as Jupyter Notebooks.… | 32 | 1777 | active |
| mlcommons/training Reference implementations of the MLPerf Training benchmark suite maintained by MLCommons, covering models from LLMs to recommendation and v… | 66 | 1771 | active |
| csteinmetz1/ai-audio-startups A community-curated list of startups working with AI in audio and music technology, covering music creation, production, voice, and speech.… | 33 | 1769 | active |
| lihanghang/NLP-Knowledge-Graph A curated Chinese-language collection of research notes, papers, tools, datasets, and links covering NLP, knowledge graphs, knowledge-base … | 77 | 1766 | active |
| SophonPlus/ChineseNlpCorpus A curated collection of Chinese natural language processing corpora and datasets, including sentiment analysis reviews, named entity recogn… | 32 | 6601 | maintenance |
| tata1661/FSL-Mate FSL-Mate is a curated collection of resources for few-shot learning, containing a tracked paper list (FewShotPapers) and a PaddlePaddle-bas… | 67 | 1763 | active |
| PaddlePaddle/Research A collection of novel deep learning research works implemented with PaddlePaddle, covering top-conference papers and competition-winning mo… | 32 | 1763 | active |
| Toyhom/Chinese-medical-dialogue-data A Chinese medical dialogue dataset containing 792,099 patient-doctor question-answer pairs organized into six departments: internal medicin… | 32 | 1762 | stable |
| zhangqianhui/AdversarialNetsPapers A curated awesome-list of research papers on generative adversarial networks (GANs), organized by application area, theory, and tutorials, … | 32 | 6570 | maintenance |
| willard-yuan/awesome-cbir-papers A curated awesome-list of classical and deep learning papers on content-based image retrieval (CBIR), covering local features, global featu… | 76 | 1757 | active |
| yandexdataschool/Practical_DL A deep learning course repository co-developed by YSDA, HSE and Skoltech, containing weekly lecture notes, seminar notebooks, and homework … | 57 | 1757 | active |
| linjinjin123/awesome-AIOps A curated awesome-list of AIOps (Artificial Intelligence for IT Operations) learning resources, including white papers, courses, industry p… | 32 | 1751 | active |
| linyiLYi/street-fighter-ai An AI agent trained with deep reinforcement learning to beat the final boss of Street Fighter II: Special Champion Edition, making decision… | 30 | 6520 | maintenance |
| openai/mle-bench MLE-bench is an open-source benchmark from OpenAI that measures how well AI agents perform machine learning engineering tasks, built from 7… | 57 | 1733 | active |
| tensorflow/nmt A TensorFlow tutorial and codebase teaching how to build neural machine translation (seq2seq) models from scratch, including attention mech… | 10 | 6453 | maintenance |
| zhaoyang97/Paper-Notes A curated collection of 23,000+ concise (5-minute) summaries of AI, LLM, NLP, and computer vision papers from top conferences like CVPR, IC… | 57 | 1729 | active |
| microsoft/nlp-recipes Microsoft's collection of Jupyter notebooks and utility functions demonstrating best practices for building NLP systems with state-of-the-a… | 10 | 6428 | maintenance |
| YBIFoundation/Internship A collection of Jupyter Notebook-based learning materials from YBIFoundation, structured as an internship-style program covering fundamenta… | 46 | 1725 | active |
| kuangliu/pytorch-cifar A PyTorch reference repository for training image classification models on the CIFAR10 dataset, with implementations of many popular archit… | 32 | 6426 | maintenance |
| Barca0412/Introduction-to-Quantitative-Finance A Chinese-language open-source knowledge base for quantitative finance research, featuring a multi-factor equity investing tutorial, curate… | 73 | 1724 | active |
| uhub/awesome-matlab A curated list of MATLAB frameworks, libraries, and software, covering machine learning, robotics, signal processing, optimization, and sci… | 77 | 1723 | active |
| yangkky/Machine-learning-for-proteins A curated, community-maintained list of research papers on machine learning applied to proteins, organized by application and model type. I… | 32 | 1716 | active |
| vahidk/EffectivePyTorch EffectivePyTorch is an open ebook of tutorials covering PyTorch fundamentals and best practices, including tensors, modules, TorchScript, d… | 38 | 1713 | active |
| mjun0812/flash-attention-prebuild-wheels A repository that distributes pre-built flash-attention 2 and 3 wheel packages for Linux and Windows, built via GitHub Actions, AWS CodeBui… | 83 | 1712 | active |
| KEV0143/Comparative-analysis-of-hourly-load-forecasting-using-PatchTST-TFT-NHiTS-and-CatBoost A Python benchmark project comparing deep learning time-series architectures (PatchTST, Temporal Fusion Transformer, N-HiTS) against CatBoo… | 63 | 1711 | active |
| dragen1860/TensorFlow-2.x-Tutorials A collection of TensorFlow 2.x tutorials and example code in Jupyter Notebooks, covering CNNs, RNNs, GANs, auto-encoders, Faster RCNN, GPT,… | 32 | 6340 | maintenance |
| SmirkCao/Lihang A study companion repository for Li Hang's textbook 'Statistical Learning Methods' (2nd edition), containing notes, Python code, notebooks,… | 32 | 6313 | maintenance |
| zwang4/awesome-machine-learning-in-compilers A curated awesome-list of research papers, books, talks, software tools, benchmarks, and datasets for applying machine learning to compiler… | 77 | 1692 | active |
| IBM/Project_CodeNet Project CodeNet is a large-scale curated dataset of ~14 million code submissions across 50+ programming languages, built to support AI-for-… | 48 | 1690 | stable |
| jiachenli94/Awesome-Interaction-Aware-Trajectory-Prediction A curated awesome-list of state-of-the-art research materials on interaction-aware behavior and trajectory prediction, including datasets, … | 76 | 1689 | active |
| dformoso/machine-learning-mindmap A mindmap-style PDF cheatsheet summarizing machine learning concepts, spanning data analysis, mathematics, models, and deep learning. It se… | 32 | 6260 | maintenance |
| microsoft/edgeai-for-beginners A Microsoft open-source curriculum teaching beginners the fundamentals of Edge AI, including popular models, inference techniques, model op… | 63 | 1685 | active |
| Tongyun1/from-minimind-to-more A detailed Chinese-language study guide and annotated walkthrough of the Minimind project for training a large language model from scratch,… | 53 | 1683 | active |
| microsoft/onnxruntime-inference-examples A collection of official examples from Microsoft demonstrating how to use ONNX Runtime for machine learning inferencing across C/C++, JavaS… | 77 | 1682 | active |
| nfmcclure/tensorflow_cookbook The official code repository for the book 'TensorFlow Machine Learning Cookbook' by Nick McClure, containing Jupyter Notebook recipes for T… | 32 | 6238 | maintenance |