resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| zhulei227/ML_Notes A collection of Jupyter Notebook tutorials covering mainstream machine learning algorithms with mathematical formula derivations, problem a… | 32 | 2128 | maintenance |
| golbin/TensorFlow-Tutorials A step-by-step collection of TensorFlow tutorial source code covering deep learning basics through advanced models like CNN, RNN, GAN, DQN,… | 32 | 2122 | maintenance |
| Jason2Brownlee/CleverAlgorithms An open-source book, 'Clever Algorithms: Nature-Inspired Programming Recipes', providing structured descriptions, pseudo-code, and Ruby cod… | 32 | 2115 | maintenance |
| microsoft/MLOps A collection of end-to-end MLOps examples and solutions from Microsoft showing how to operationalize ML workflows with Azure Machine Learni… | 32 | 2115 | maintenance |
| numenta/NAB The Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating anomaly detection algorithms on streaming, real-time time-series data. It… | 23 | 2107 | maintenance |
| GoogleCloudPlatform/ml-design-patterns Jupyter Notebook source code accompanying the O'Reilly book 'Machine Learning Design Patterns' by Lakshmanan, Robinson, and Munn. It demons… | 10 | 2097 | maintenance |
| 13o-bbr-bbq/machine_learning_security A collection of Python source code and educational materials combining machine learning with cybersecurity, including a training course for… | 68 | 2091 | maintenance |
| mJackie/RecSys A curated collection of learning resources for recommender systems, computational advertising, and machine learning, with a focus on click-… | 32 | 2082 | maintenance |
| delip/PyTorchNLPBook Companion repository of Jupyter Notebook code and data for the O'Reilly book 'Natural Language Processing with PyTorch' by Delip Rao and Br… | 32 | 2057 | maintenance |
| candlewill/Dialog_Corpus A curated collection of links to Chinese and English dialogue corpora for training chatbot systems, including movie subtitles, SMS corpora,… | 32 | 2054 | maintenance |
| cbailes/awesome-deep-trading A curated awesome-list of papers, code repositories, datasets, and courses on applying deep learning and machine learning to algorithmic tr… | 32 | 2036 | maintenance |
| aburkov/theMLbook Python code that reproduces the illustrations from Andriy Burkov's The Hundred-Page Machine Learning Book. It serves as a hands-on companio… | 32 | 2035 | maintenance |
| AppliedDataSciencePartners/DeepReinforcementLearning A Python implementation replicating the AlphaZero deep reinforcement learning methodology, built with Keras and Jupyter notebooks. It serve… | 32 | 2033 | maintenance |
| Ayatans/Machine-Learning-homework A collection of MATLAB coding solutions for the Machine Learning course homework from Coursera taught by Andrew Ng. It also links to extern… | 32 | 2033 | maintenance |
| Azure Machine Learning A collection of Jupyter notebooks demonstrating how to build, train, and deploy machine learning and deep learning models using the Azure M… | 77 | 2028 | maintenance |
| openai/gpt-2-output-dataset A dataset from OpenAI containing 250K WebText documents alongside 250K samples each from four GPT-2 model sizes, both untruncated and Top-K… | 10 | 2026 | maintenance |
| PacktPublishing/Advanced-Deep-Learning-with-Keras The official code repository for the Packt book 'Advanced Deep Learning with TensorFlow 2 and Keras', containing all supporting example cod… | 63 | 2023 | maintenance |
| rmcelreath/statrethinking_winter2019 Course materials for Richard McElreath's Statistical Rethinking Bayesian statistics course taught at MPI-EVA in winter 2018/2019. It includ… | 32 | 2022 | maintenance |
| chaoyanghe/Awesome-Federated-Learning A curated awesome-list of federated learning research publications organized by venue, problem, and method, maintained as part of the FedML… | 32 | 2019 | maintenance |
| IgorSusmelj/pytorch-styleguide An unofficial styleguide and best-practices document for writing PyTorch code, based on over a year of deep learning experience from a rese… | 32 | 2018 | maintenance |
| jindongwang/MachineLearning A curated collection of machine learning learning resources, primarily in Chinese, covering textbooks, video courses, code implementations,… | 32 | 2017 | maintenance |
| tqchen/tinyflow TinyFlow is a minimal (~2k lines) educational deep learning system built on NNVM that demonstrates how to construct a computational graph-b… | 10 | 2017 | maintenance |
| chenking2020/FindTheChatGPTer A curated Chinese-language list of open-source alternatives to ChatGPT and GPT-4, covering text LLMs and multimodal models such as ChatGLM,… | 30 | 2004 | maintenance |
| AstraZeneca/awesome-explainable-graph-reasoning A curated awesome-list of research papers, surveys, and software on explainability in graph machine learning. It is maintained by AstraZene… | 23 | 1990 | maintenance |
| gokceneraslan/awesome-deepbio A curated awesome-list of papers and resources on deep learning applications in computational biology. It catalogs research from protein st… | 32 | 1988 | maintenance |
| https-deeplearning-ai/machine-learning-engineering-for-production-public Public repository of course materials for DeepLearning.AI's Machine Learning Engineering for Production (MLEP) Specialization. It contains … | 32 | 1974 | maintenance |
| google-deepmind/mathematics_dataset A Python library from DeepMind that generates synthetic mathematical question-and-answer pairs at roughly school-level difficulty across to… | 32 | 1967 | maintenance |
| thu-coai/CDial-GPT CDial-GPT provides LCCC, a large-scale cleaned Chinese short-text conversation dataset, along with Chinese GPT-2-based dialogue models pre-… | 32 | 1964 | maintenance |
| eseedo/iOSCourse A Chinese-language iOS development course repository for beginners, covering iPhone app development with Objective-C, Swift, SwiftUI, and a… | 32 | 1959 | maintenance |
| BlackArbsCEO/Adv_Fin_ML_Exercises A collection of experimental Jupyter notebook solutions to selected exercises from the book 'Advances in Financial Machine Learning' by Mar… | 32 | 1958 | maintenance |
| endymecy/spark-ml-source-analysis A Chinese-language tutorial collection analyzing the principles and source code of Spark MLlib's machine learning algorithms. It covers cla… | 32 | 1957 | maintenance |
| rguthrie3/DeepLearningForNLPInPytorch An IPython Notebook tutorial teaching deep learning for natural language processing in PyTorch, from tensor basics through LSTMs and BiLSTM… | 32 | 1955 | maintenance |
| patrickloeber/pytorchTutorial A collection of PyTorch beginner tutorial code examples accompanying Patrick Loeber's YouTube video series. It covers fundamentals from ten… | 32 | 1952 | maintenance |
| philipperemy/tensorflow-1.4-billion-password-analysis A research project and tooling for analyzing the 1.4 billion clear-text password BreachCompilation dataset using deep learning and NLP with… | 32 | 1952 | maintenance |
| loujie0822/DeepIE DeepIE is a collection of deep learning resources, paper summaries, and reference implementations for information extraction tasks such as … | 32 | 1931 | maintenance |
| FighterLYL/GraphNeuralNetwork Companion code repository for the Chinese book '深入浅出图神经网络：GNN原理解析' (Graph Neural Networks: Principles Explained). It contains Jupyter Noteb… | 32 | 1927 | maintenance |
| PacktPublishing/Hands-On-Machine-Learning-for-Algorithmic-Trading The official code repository for the Packt book 'Hands-On Machine Learning for Algorithmic Trading', containing Jupyter Notebook examples i… | 32 | 1921 | maintenance |
| yenchenlin/awesome-adversarial-machine-learning A curated awesome-list of adversarial machine learning resources including blogs, papers, and talks. It is deprecated and no longer updated… | 32 | 1911 | maintenance |
| ageron/tf2_course A collection of Jupyter notebooks with exercises and solutions accompanying Aurélien Géron's 'Deep Learning with TensorFlow 2 and Keras' tr… | 32 | 1909 | maintenance |
| archinetai/audio-ai-timeline A curated timeline tracking AI models for waveform-based audio generation, starting in 2023. It catalogs releases with links to papers, cod… | 31 | 1903 | maintenance |
| nicodjimenez/lstm A minimal, clean LSTM neural network implementation written from scratch in Python for learning purposes. It demonstrates LSTM training wit… | 32 | 1900 | maintenance |
| Linaqruf/kohya-trainer A collection of Jupyter/Colab notebooks adapting kohya-ss's sd-scripts for training Stable Diffusion models, including LoRA and Dreambooth … | 10 | 1900 | maintenance |
| YapengTian/Single-Image-Super-Resolution A curated awesome-list of papers and resources on example-based single image super-resolution (SISR), spanning early learning-based, sparsi… | 32 | 1895 | maintenance |
| szilard/benchm-ml A minimal benchmark comparing scalability, speed, and accuracy of open-source machine learning implementations (R packages, scikit-learn, H… | 32 | 1895 | maintenance |
| krishnaik06/6-Months-Data-Science-Roadmap- A curated 6-month roadmap for learning data science, linking video playlists covering Python, statistics, EDA, databases, and machine learn… | 31 | 1891 | maintenance |
| tobegit3hub/tensorflow_template_application A template application demonstrating end-to-end deep learning with TensorFlow, covering data formats (CSV, LIBSVM, TFRecords), multiple net… | 32 | 1874 | maintenance |
| datawhalechina/team-learning-data-mining A collection of open-source study materials for Datawhale's group learning programs in the data mining and machine learning direction. It c… | 32 | 1861 | maintenance |
| camoverride/lit A curated collection of links to technical textbooks and freely available PDFs aimed at the self-taught AI, machine learning, and data scie… | 43 | 1859 | maintenance |
| anthropics/hh-rlhf Anthropic's human preference dataset for training helpful and harmless AI assistants via RLHF, plus human-generated red teaming transcripts… | 10 | 1857 | maintenance |
| VainF/Awesome-Anything A curated awesome-list of general AI methods covering segmentation, generation, 3D, model compression, and multi-task learning under the 'A… | 30 | 1856 | maintenance |
| Hironsan/awesome-embedding-models A curated awesome-list of embedding model resources including papers, courses, datasets, and implementations covering word2vec, GloVe, Fast… | 32 | 1851 | maintenance |
| Arturus/kaggle-web-traffic The 1st place solution code for the Kaggle Web Traffic Time Series Forecasting competition, implementing an RNN encoder-decoder (seq2seq) m… | 32 | 1849 | maintenance |
| DeepLearn A collection of Python implementations of deep learning research papers covering NLP, computer vision, and machine learning topics using Ke… | 23 | 1847 | maintenance |
| VHellendoorn/Code-LMs A guide to using pre-trained large language models of source code, centered on the PolyCoder models with instructions for Hugging Face infe… | 32 | 1843 | maintenance |
| Jiakui/awesome-bert A curated awesome-list collecting BERT and XLNet related papers, GitHub repositories, and pre-trained model resources for NLP. It links off… | 32 | 1839 | maintenance |
| microsoft/CodeXGLUE CodeXGLUE is a benchmark dataset and open challenge from Microsoft for code intelligence, covering tasks like code search, code completion,… | 32 | 1839 | maintenance |
| edyoda/data-science-complete-tutorial A collection of Jupyter Notebook lessons and case studies accompanying an instructor-led data science program, covering NumPy, Pandas, plot… | 32 | 1834 | maintenance |
| shenweichen/AlgoNotes A curated collection of articles from the 'Qianmeng Learning Notes' WeChat public account, covering ranking and CVR prediction, recall and … | 32 | 1833 | maintenance |
| Scikit-learn Tutorial A collection of Jupyter notebooks and supporting materials for Jake VanderPlas's scikit-learn tutorial. It covers machine learning fundamen… | 10 | 1831 | maintenance |
| leerumor/nlp_tutorial A Chinese-language NLP learning guide that aggregates SOTA model lists, surveys, and practical tips for core tasks like text classification… | 32 | 1828 | maintenance |
| tsyw/MachineLearningNotes A collection of personal machine learning study notes written in Markdown, based mostly on video lectures and Bishop's Pattern Recognition … | 32 | 1810 | maintenance |
| apachecn/python_data_analysis_and_mining_action Annotated Python source code and notes accompanying the Chinese book 'Python Data Analysis and Mining in Action', organized by chapter with… | 32 | 1810 | maintenance |
| sachinruk/deepschool.io DeepSchool.io is a collection of open-source deep learning tutorials delivered as Jupyter notebooks, covering data science with Pandas, dee… | 32 | 1808 | maintenance |
| didi/ChineseNLP A curated catalog of datasets, shared tasks, and state-of-the-art results across many Chinese NLP tasks such as machine translation, word s… | 10 | 1805 | maintenance |
| salesforce/WikiSQL WikiSQL is a large crowd-sourced annotated dataset for semantic parsing, pairing natural language questions with SQL queries over Wikipedia… | 10 | 1803 | maintenance |
| cs109/content Official course content for Harvard's CS109 Data Science course, including homework assignments, lecture supplements, and labs as Jupyter n… | 32 | 1793 | maintenance |
| xavier-zy/Awesome-pytorch-list-CNVersion A Chinese translation of the Awesome-pytorch-list, a curated catalog of PyTorch-related libraries, tutorials, books, paper implementations,… | 32 | 1793 | maintenance |
| lexfridman/deeptraffic DeepTraffic is a deep reinforcement learning competition from the MIT Deep Learning series where participants train neural networks to driv… | 32 | 1792 | maintenance |
| ChineseGLUE/ChineseGLUE ChineseGLUE is a language understanding evaluation benchmark for Chinese, providing datasets, baseline pre-trained models, corpora, and a p… | 32 | 1782 | maintenance |
| hadrienj/deepLearningBook-Notes A collection of Jupyter Notebook notes with Python code, illustrations, and intuitions covering the linear algebra chapter of the Deep Lear… | 32 | 1781 | maintenance |
| tugstugi/dl-colab-notebooks A collection of Google Colab notebooks for trying out deep learning models online with a single click. It covers demos across TTS, speech p… | 32 | 1780 | maintenance |
| artix41/awesome-transfer-learning A curated awesome-list of papers, tutorials, datasets, and libraries on transfer learning and domain adaptation. It is no longer actively m… | 32 | 1776 | maintenance |
| ChenglongChen/kaggle-CrowdFlower The 1st place winning solution code for the CrowdFlower Search Results Relevance competition on Kaggle. It provides a full pipeline for fea… | 32 | 1771 | maintenance |
| AberHu/Knowledge-Distillation-Zoo A PyTorch reference collection implementing many classic knowledge distillation methods (logits, soft target, attention transfer, FitNet, P… | 32 | 1759 | maintenance |
| enggen/Deep-Learning-Coursera A collection of Jupyter Notebook solutions and notes for Andrew Ng's Deep Learning Specialization on Coursera (deeplearning.ai). It covers … | 32 | 1759 | maintenance |
| DA-southampton/Tech_Aarticle A curated Chinese-language reading list of technical articles on deep learning applied to search, recommendation, and NLP in industry, with… | 32 | 1758 | maintenance |
| firmai/machine-learning-asset-management A curated collection of Python Jupyter notebooks accompanying the paper 'Machine Learning in Asset Management' by David Snow, covering roug… | 32 | 1748 | maintenance |
| justmarkham/scikit-learn-tips A collection of 50 short scikit-learn tips by Kevin Markham (Data School), each with a Jupyter notebook and video. It covers practical topi… | 32 | 1744 | maintenance |
| adashofdata/nlp-in-python-tutorial A Jupyter Notebook tutorial teaching natural language processing in Python by comparing stand-up comedians' transcripts. It covers text cle… | 62 | 1731 | maintenance |
| Roshanson/TextInfoExp A collection of Chinese natural language processing experiments in Python, covering TF-IDF, text classification, clustering, word vectors, … | 32 | 1731 | maintenance |
| ChandlerBang/awesome-self-supervised-gnn A curated awesome-list of research papers on self-supervised learning and pretraining for Graph Neural Networks (GNNs), organized by public… | 32 | 1728 | maintenance |
| aerophile/awesome-deepfakes A curated awesome-list of deepfake-related resources, including code repositories for face swapping and generation, research papers on deep… | 32 | 1727 | maintenance |
| njvisionpower/Safety-Helmet-Wearing-Dataset A labeled dataset (SHWD) of 7,581 images for detecting safety helmet (hardhat) wearing and human heads, annotated in Pascal VOC format. It … | 32 | 1721 | maintenance |
| JifuZhao/DS-Take-Home A collection of Jupyter Notebook solutions to the 20 data science take-home challenges from the book 'A Collection of Data Science Take-Hom… | 10 | 1719 | maintenance |
| aespresso/a_journey_into_math_of_ml A collection of Chinese-language machine learning tutorials in Jupyter Notebook form, accompanied by video lectures on YouTube and Bilibili… | 32 | 1717 | maintenance |
| faroit/awesome-python-scientific-audio A curated awesome-list of Python software, packages, tutorials, and papers for scientific research in audio and music applications. It cata… | 71 | 1709 | maintenance |
| dformoso/deeplearning-mindmap A mindmap-style cheatsheet summarizing deep learning concepts, architectures, and the TensorFlow library, distributed as a PDF. It serves a… | 32 | 1702 | maintenance |
| Farama-Foundation/D4RL D4RL is an open-source benchmark providing standardized environments and datasets for offline reinforcement learning research. It is now in… | 32 | 1702 | maintenance |
| YunYang1994/TensorFlow2.0-Examples A collection of TensorFlow 2.0 tutorials and example implementations covering deep learning fundamentals through advanced models like YOLOv… | 32 | 1697 | maintenance |
| dipanjanS/text-analytics-with-python Companion repository for the book 'Text Analytics with Python' (2nd Edition, Apress/Springer), containing Jupyter notebooks, code, and data… | 32 | 1697 | maintenance |
| zhengjingwei/machine-learning-interview A curated collection of machine learning and deep learning interview questions with answers, written primarily in Chinese. It covers fundam… | 32 | 1696 | maintenance |
| XueFuzhao/OpenMoE OpenMoE is a family of open-sourced Mixture-of-Experts (MoE) large language models, including base and chat variants at 8B scale, released … | 28 | 1695 | maintenance |
| myhhub/KnowledgeGraph A curated learning resource for building knowledge graphs from scratch, combining foundational theory articles, recommended papers, and a h… | 32 | 1694 | maintenance |
| jacobhilton/deep_learning_curriculum An advanced deep learning curriculum focused on large language model alignment, written by a researcher as of July 2022. It is a curated re… | 32 | 1693 | maintenance |
| roboflow/awesome-openai-vision-api-experiments A curated collection of experiments demonstrating how to build applications on top of the OpenAI Vision API (GPT-4V), including zero-shot c… | 27 | 1690 | maintenance |
| hanmq/MachineLearning_Zhouzhihua_ProblemSets A collection of personal solutions to the exercises in Zhou Zhihua's 'Machine Learning' textbook (the 'Watermelon Book'), with algorithms l… | 32 | 1685 | maintenance |
| SpyderXu/multi-object-tracking-paper-list A curated list of research papers and open-source code for multi-object tracking (MOT) in computer vision, along with links to relevant dat… | 32 | 1683 | maintenance |
| JunMa11/SOTA-MedSeg A curated list of state-of-the-art medical image segmentation methods organized by MICCAI and other segmentation challenges. It summarizes … | 32 | 1676 | maintenance |
| chongyangtao/Awesome-Scene-Text-Recognition A curated awesome-list of papers, code, datasets, and models for scene text localization and recognition in natural images. It aggregates r… | 32 | 1674 | maintenance |
| EleutherAI/the-pile The Pile is a large, diverse, open-source language modeling dataset composed of many smaller text sources combined together. This repositor… | 32 | 1674 | maintenance |