resource: data-science
767 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| 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 | 1014 | stable |
| 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 | 3433 | 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 | 1010 | stable |
| openfootball/football.json A free, public domain (CC0) dataset of football match fixtures and results in JSON format, covering leagues like the English Premier League… | 77 | 1009 | active |
| modenaxe/awesome-biomechanics A curated awesome-list of resources for biomechanics and human motion analysis, including datasets, processing tools, simulation software, … | 66 | 1007 | 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… | 57 | 1005 | active |
| 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 |
| 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 | 1004 | stable |
| 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 |
| gedeck/practical-statistics-for-data-scientists Companion code repository of Jupyter notebooks for the O'Reilly book 'Practical Statistics for Data Scientists', covering 50+ essential sta… | 76 | 3368 | 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 |
| 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 | 3355 | maintenance |
| NAalytics/Assemblies-of-putative-SARS-CoV2-spike-encoding-mRNA-sequences-for-vaccines-BNT-162b2-and-mRNA-1273 A research dataset repository containing experimentally derived sequence assemblies of the mRNA components of the Moderna (mRNA-1273) and P… | 32 | 3352 | 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 | 3325 | maintenance |
| arielf/weight-loss A personal data-science project and write-up analyzing weight-loss and ketosis using Python and R code applied to the author's own weight d… | 32 | 3305 | 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 | 3221 | maintenance |
| databricks/Spark-The-Definitive-Guide The official code repository for the book 'Spark: The Definitive Guide' by Bill Chambers and Matei Zaharia, containing example code and dat… | 32 | 3144 | 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 | 3061 | 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 | 3014 | maintenance |
| ajcr/100-pandas-puzzles A collection of 100 short puzzles in Jupyter notebooks for practicing pandas, covering DataFrame basics, indexing, grouping, cleaning, Mult… | 32 | 3009 | maintenance |
| letianzj/QuantResearch A collection of Jupyter notebooks and accompanying blog posts covering quantitative trading research, including portfolio optimization, pai… | 32 | 3007 | maintenance |
| nborwankar/LearnDataScience A collection of open IPython Notebook-based learning materials for self-directed study in data science, covering linear regression, logisti… | 43 | 2980 | maintenance |
| nickmccullum/algorithmic-trading-python A Jupyter Notebook repository accompanying freeCodeCamp's free YouTube course on algorithmic trading in Python. It contains course material… | 32 | 2877 | maintenance |
| rasbt/deep-learning-book Companion repository for the book 'Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Pyt… | 32 | 2820 | maintenance |
| susanli2016/NLP-with-Python A collection of Jupyter Notebook tutorials covering natural language processing with Python libraries such as Scikit-Learn, NLTK, SpaCy, Ge… | 32 | 2791 | maintenance |
| veb-101/Data-Science-Projects A curated collection of data science projects implemented in Python via Jupyter Notebooks, intended for hands-on learning. It covers a rang… | 32 | 2772 | maintenance |
| Jack-Cherish/quantitative A Chinese-language open-source tutorial series on quantitative (algorithmic) trading with Python 3, accompanying a popular Bilibili video c… | 32 | 2712 | maintenance |
| llSourcell/Learn_Data_Science_in_3_Months A curated 12-week curriculum for learning data science, created by Siraj Raval to accompany his YouTube course. It links to free courses, c… | 32 | 2686 | maintenance |
| mfrdixon/ML_Finance_Codes Official Python source code repository accompanying the textbook 'Machine Learning in Finance: From Theory to Practice' by Dixon, Halperin,… | 32 | 2635 | maintenance |
| gerdm/prml A collection of Jupyter notebooks implementing algorithms and reproducing figures from Christopher Bishop's book 'Pattern Recognition and M… | 32 | 2626 | maintenance |
| jdwittenauer/ipython-notebooks A collection of IPython/Jupyter notebooks covering Python, popular data science libraries (NumPy, Pandas, Scikit-learn, etc.), and machine … | 32 | 2593 | maintenance |
| 2020PB/police-brutality A crowdsourced repository accumulating and contextualizing evidence of police brutality during the 2020 George Floyd protests, with inciden… | 23 | 2589 | maintenance |
| ml874/Data-Science-Cheatsheet A 9-page data science cheatsheet written in TeX covering probability, statistics, statistical learning, machine learning, big data framewor… | 32 | 2572 | maintenance |
| sfikas/medical-imaging-datasets A curated list of medical imaging datasets covering radiology, histopathology, microscopy, and multimodal databases. It serves as a referen… | 32 | 2568 | maintenance |
| exacity/simplified-deeplearning A collection of Chinese-language study notes accompanying the Deep Learning Book, with simplified PyTorch and TensorFlow implementations of… | 23 | 2538 | maintenance |
| geohot/corona A Python project by geohot that applies software reverse engineering techniques to analyze the SARS-CoV-2 coronavirus genome, treating the … | 32 | 2516 | maintenance |
| hardikkamboj/An-Introduction-to-Statistical-Learning A collection of Jupyter Notebook solutions to the conceptual and applied exercises from the book 'An Introduction to Statistical Learning',… | 32 | 2496 | maintenance |
| makeyourownneuralnetwork/makeyourownneuralnetwork Companion code repository for the book 'Make Your Own Neural Network', containing Jupyter notebooks that build a simple three-layer neural … | 32 | 2496 | maintenance |
| shibing624/python-tutorial A practical Python tutorial repository with Jupyter Notebook examples covering Python basics, advanced features, object-oriented programmin… | 32 | 2470 | maintenance |
| lukes/ISO-3166-Countries-with-Regional-Codes A dataset merging ISO 3166-1 country and dependent territory codes with UN M49 regional and sub-regional codes, provided in JSON, XML, and … | 23 | 2469 | maintenance |
| rmcelreath/stat_rethinking_2023 Repository of course materials for Richard McElreath's 2023 Statistical Rethinking course, including lecture videos, slides, and problem se… | 32 | 2383 | maintenance |
| heucoder/dimensionality_reduction_alo_codes A collection of Python demo implementations of classic dimensionality reduction algorithms including PCA, KPCA, LDA, MDS, ISOMAP, LLE, TSNE… | 32 | 2370 | maintenance |
| fengdu78/machine_learning_beginner A collection of Jupyter Notebook tutorials and curated articles from the 'Machine Learning Beginner' WeChat public account, covering Python… | 32 | 2353 | maintenance |
| rorysroes/SGX-Full-OrderBook-Tick-Data-Trading-Strategy A Jupyter Notebook project demonstrating a high-frequency trading strategy on full limit order book tick data using machine learning. It wa… | 32 | 2329 | maintenance |
| GSA/data A repository of assorted open datasets published by the U.S. General Services Administration, including federal .gov website hostnames and … | 32 | 2317 | maintenance |
| yhilpisch/py4fi2nd Companion repository of Jupyter Notebooks and Python code for the book 'Python for Finance' (2nd edition, O'Reilly) by Yves Hilpisch. It co… | 44 | 2260 | maintenance |
| MaxBenChrist/awesome_time_series_in_python A curated awesome-list of Python packages for time series analysis, covering forecasting, feature extraction, anomaly detection, and statis… | 32 | 2260 | maintenance |
| mGalarnyk/datasciencecoursera A repository aggregating coursework, notes, and blog reviews for the Johns Hopkins Data Science Specialization on Coursera. It collects ass… | 32 | 2257 | maintenance |
| jrothschild33/learn_backtrader A Chinese-language tutorial notebook series systematically teaching the Backtrader Python quantitative backtesting framework. It covers dat… | 32 | 2255 | maintenance |
| google-deepmind/code_contests CodeContests is a competitive programming dataset from DeepMind used to train AlphaCode. It contains programming problems with test cases p… | 10 | 2202 | maintenance |
| zhongqiangwu960812/AI-RecommenderSystem A curated collection of classic recommender system algorithm models with code reimplementations in TensorFlow and PyTorch, paired with blog… | 32 | 2182 | maintenance |
| wzyonggege/statistical-learning-method A collection of Jupyter notebooks implementing the algorithms from the classic Chinese textbook 'Statistical Learning Methods' (统计学习方法) in … | 76 | 2180 | maintenance |
| lemonhu/stock-knowledge-graph A small educational project that builds a securities knowledge graph in Neo4j from public web data, including company executives and stock … | 32 | 2171 | maintenance |
| genomicsclass/labs R Markdown source files for the HarvardX PH525x Biomedical Data Science course series, compiled into the book 'Data Analysis for the Life S… | 32 | 2170 | 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 |
| openai/prm800k PRM800K is OpenAI's process supervision dataset containing 800,000 step-level correctness labels for model-generated solutions to MATH data… | 10 | 2150 | maintenance |
| asadoughi/stat-learning Unofficial notes and exercise solutions for the textbook 'An Introduction to Statistical Learning' (ISLR). It provides worked answers to th… | 32 | 2144 | maintenance |
| luispedro/BuildingMachineLearningSystemsWithPython Source code repository accompanying the book 'Building Machine Learning Systems with Python' (2nd edition) by Luis Pedro Coelho and Willi R… | 32 | 2133 | maintenance |
| zhulei227/ML_Notes A collection of Jupyter Notebook tutorials covering mainstream machine learning algorithms with mathematical formula derivations, problem a… | 32 | 2128 | 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 | 2103 | 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 |
| 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 | 2034 | maintenance |
| Azure Machine Learning examples A collection of Jupyter notebooks demonstrating how to build, train, and deploy machine learning and deep learning models using the Azure M… | 77 | 2027 | maintenance |
| stephenturner/oneliners A curated collection of useful bash one-liners for bioinformatics, covering awk, sed, sort/uniq/cut, find/xargs/GNU parallel, seqtk, and GF… | 23 | 2026 | 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 | 2020 | maintenance |
| chris1610/pbpython A collection of code, Jupyter notebooks, and examples accompanying the Practical Business Python blog (pbpython.com), which teaches Python … | 32 | 1992 | maintenance |
| DXY-COVID-19 A time-series data warehouse of COVID-19 (2019-nCoV) infection statistics for China, scraped from Dingxiangyuan (DXY) and published as CSV/… | 10 | 1971 | maintenance |
| san089/Udacity-Data-Engineering-Projects A collection of Udacity Data Engineering Nanodegree projects covering data modeling with Postgres and Cassandra, cloud data warehousing wit… | 32 | 1969 | 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 | 1954 | maintenance |
| shervinea/mit-15-003-data-science-tools A collection of illustrated study guides and cheatsheets for MIT's 15.003 Data Science Tools course, covering SQL, R, Python, Git, and Bash… | 32 | 1945 | maintenance |
| AileenNielsen/TimeSeriesAnalysisWithPython A collection of Jupyter Notebooks accompanying Aileen Nielsen's work on time series analysis with Python. It serves as educational material… | 32 | 1923 | maintenance |
| yhilpisch/py4fi Companion repository of Python code and Jupyter Notebooks for the O'Reilly book 'Python for Finance' by Yves Hilpisch. It provides educatio… | 32 | 1917 | 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 | 1914 | 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 | 1892 | maintenance |
| hangsz/pandas-tutorial A Chinese-language pandas tutorial in Jupyter Notebooks covering Series/DataFrame operations, merge, groupby, time handling, and more, from… | 32 | 1890 | maintenance |
| corollari/linusrants A dataset of Linus Torvalds' rants from the Linux kernel mailing list (2012-2015), classified by negativity using sentiment analysis. It is… | 32 | 1880 | 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 | 1858 | 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 | 1856 | 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 | 1854 | maintenance |
| shenweichen/AlgoNotes A curated collection of articles from the 'Qianmeng Learning Notes' WeChat public account, covering ranking and CVR prediction, recall and … | 32 | 1835 | 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 |
| jakevdp/sklearn_tutorial A collection of Jupyter notebooks and supporting materials for Jake VanderPlas's scikit-learn tutorial. It covers machine learning fundamen… | 10 | 1831 | maintenance |
| ine-rmotr-curriculum/FreeCodeCamp-Pandas-Real-Life-Example A collection of Jupyter Notebook course materials teaching data science with Python, originally created for the rmotr.com Data Science with… | 32 | 1825 | maintenance |
| rmcelreath/stat_rethinking_2024 Course materials for Richard McElreath's Statistical Rethinking 2024 edition, a 10-week course on Bayesian data analysis with a focus on ca… | 27 | 1819 | maintenance |
| ptyadana/SQL-Data-Analysis-and-Visualization-Projects A compilation of SQL data analysis and visualization practice projects and challenges using MySQL, PostgreSQL, SQLite, Tableau, and Apache … | 32 | 1809 | 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 |
| 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 | 1807 | 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 |
| vaastav/Fantasy-Premier-League A historical dataset of Fantasy Premier League (FPL) player statistics, provided as CSV files covering per-gameweek stats, season summaries… | 76 | 1792 | 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 | 1782 | 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 | 1746 | maintenance |
| unpingco/Python-for-Signal-Processing A collection of Jupyter notebooks accompanying the book 'Python for Signal Processing', covering topics like sampling, Fourier transforms, … | 32 | 1744 | maintenance |
| zonination/investing A dataset and R-based visualization project showing historical S&P 500 market returns, built from Robert Shiller's data. It includes CSV so… | 32 | 1742 | maintenance |
| Roshanson/TextInfoExp A collection of Chinese natural language processing experiments in Python, covering TF-IDF, text classification, clustering, word vectors, … | 32 | 1732 | 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 |
| 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 |
| AllenDowney/ThinkBayes The companion code repository for 'Think Bayes: Bayesian Statistics Made Simple' by Allen B. Downey, a book published by O'Reilly Media. It… | 32 | 1702 | 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 | 1698 | maintenance |
| uo-ec607/lectures A collection of open lecture notes for EC 607, a graduate course on data science for economists at the University of Oregon. The materials … | 32 | 1671 | maintenance |