resource: data-science
767 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| iamtodor/data-science-interview-questions-and-answers A curated collection of data science and machine learning interview questions with answers, covering topics like feature selection, regular… | 32 | 1667 | maintenance |
| jadianes/spark-py-notebooks A collection of Jupyter/IPython notebooks teaching Apache Spark with Python (pySpark), from RDD basics to MLlib machine learning. It uses t… | 32 | 1659 | maintenance |
| Yimeng-Zhang/feature-engineering-and-feature-selection A comprehensive guide to feature engineering and feature selection for machine learning, provided as a PDF and markdown document with Pytho… | 32 | 1656 | maintenance |
| merveenoyan/my_notes A collection of handwritten graduate-school lecture notes and cheatsheets covering data science, machine learning, statistics, deep learnin… | 31 | 1649 | maintenance |
| udacity/ud120-projects Starter project code for students taking Udacity's Introduction to Machine Learning course (ud120). It provides exercise scaffolding, datas… | 32 | 1644 | maintenance |
| patrickloeber/MLfromscratch A Python repository implementing classic machine learning algorithms (KNN, SVM, decision trees, K-Means, PCA, etc.) from scratch using only… | 32 | 1641 | maintenance |
| graykode/distribution-is-all-you-need A Python-based tutorial repository explaining the most common probability distributions (uniform, Bernoulli, binomial, categorical, multino… | 32 | 1639 | maintenance |
| justmarkham/DAT8 Course materials for General Assembly's 2015 Data Science course in Washington, DC, taught by Kevin Markham. It contains Jupyter notebooks … | 32 | 1620 | maintenance |
| travistangvh/ChatGPT-Data-Science-Prompts A curated collection of 60 ChatGPT prompts tailored for data science tasks such as writing Python, SQL, tuning hyperparameters, and explain… | 31 | 1619 | maintenance |
| gururise/AlpacaDataCleaned A cleaned and curated version of the Stanford Alpaca instruction-tuning dataset used to train the Alpaca LLM. It fixes quality issues in th… | 62 | 1606 | maintenance |
| theislab/single-cell-tutorial A Jupyter Notebook-based tutorial and case study accompanying the paper 'Current best practices in single-cell RNA-seq analysis: a tutorial… | 32 | 1589 | maintenance |
| DrSkippy/Data-Science-45min-Intros A collection of IPython notebook presentations from a data science team covering Python programming, statistics, and machine learning funda… | 32 | 1585 | maintenance |
| juand-r/entity-recognition-datasets A curated collection of annotated corpora for named entity recognition (NER) and entity recognition tasks across multiple languages, domain… | 73 | 1574 | maintenance |
| delight-im/FreeGeoDB A free, openly licensed database of geographic place names and geospatial data covering airports, cities, countries, lakes, ports, railroad… | 32 | 1574 | maintenance |
| soroushchehresa/awesome-coronavirus A curated awesome-list of open-source projects, APIs, datasets, apps, and educational resources related to COVID-19 (SARS-CoV-2). It aggreg… | 32 | 1569 | maintenance |
| TomAugspurger/effective-pandas A collection of Jupyter notebooks accompanying Tom Augspurger's 'Effective Pandas' article series and Leanpub book on writing idiomatic pan… | 32 | 1563 | maintenance |
| julienr/ipynb_playground A collection of educational Jupyter notebooks covering topics like a bitcoin-like blockchain implementation, perceptrons, Keras deep learni… | 32 | 1551 | maintenance |
| DeqianBai/Hands-on-Machine-Learning A collection of Jupyter notebooks with Chinese comments that walk through the fundamentals of machine learning and deep learning in Python … | 32 | 1546 | maintenance |
| cn/GB2260 A dataset of China's national standard GB/T 2260 administrative division codes for county-level and above regions, sourced from official st… | 32 | 1543 | maintenance |
| antontarasenko/smq A curated collection of SQL queries (TSQL) for analyzing public social media datasets hosted on Google BigQuery, covering sources like Hack… | 32 | 1538 | maintenance |
| scorpionhiccup/StockPricePrediction A Jupyter Notebook-based research project applying supervised learning techniques (including LSTM/RNN models) to forecast stock prices from… | 32 | 1537 | maintenance |
| sryza/aas Source code examples accompanying the O'Reilly book 'Advanced Analytics with Spark', written in Scala and built with Maven. It provides run… | 23 | 1525 | maintenance |
| h2oai/h2o-tutorials A collection of tutorials and training materials for the H2O-3 open-source machine learning platform, provided as Jupyter notebooks and R s… | 10 | 1500 | maintenance |
| austin-taylor/code-vault A curated collection of useful Jupyter notebooks and code snippets covering data science and general Python tasks. It serves as a reference… | 32 | 1498 | maintenance |
| EliotAndres/kaggle-past-solutions A searchable and sortable compilation of winning solutions, interviews, and articles from past Kaggle competitions, published as a website … | 32 | 1497 | maintenance |
| alicezheng/feature-engineering-book Companion code repository for the O'Reilly book 'Feature Engineering for Machine Learning' by Alice Zheng and Amanda Casari (2018). It cont… | 32 | 1493 | maintenance |
| cs109/2015 Public repository of course materials for Harvard's CS109 Data Science course (2015 edition), containing lecture slides and links to labs a… | 32 | 1484 | maintenance |
| practical-nlp/practical-nlp-code The official companion code repository for the O'Reilly book 'Practical Natural Language Processing', containing Jupyter notebooks organize… | 32 | 1461 | maintenance |
| amitkaps/hackermath A workshop-style collection of Jupyter notebooks teaching the math behind data science (statistics, linear algebra, calculus) through hands… | 32 | 1452 | maintenance |
| Hello-SimpleAI/chatgpt-comparison-detection The Human ChatGPT Comparison Corpus (HC3) project provides datasets of paired human-expert and ChatGPT answers across domains like open QA,… | 31 | 1443 | maintenance |
| nsoojin/coursera-ml-py Python re-implementations of the programming assignments from Andrew Ng's Coursera Machine Learning course, originally written in Octave/Ma… | 32 | 1435 | maintenance |
| griffithlab/rnaseq_tutorial An educational web resource and working pipeline for RNA-seq analysis on the cloud, covering file formats, reference genomes, expression an… | 23 | 1435 | maintenance |
| shunliz/Machine-Learning A curated collection of study notes on machine learning principles, published as a Gitbook, covering mathematical foundations (calculus, pr… | 48 | 1428 | maintenance |
| geohot/ai-notebooks A collection of Jupyter notebooks by George Hotz implementing simple AI and machine learning algorithms in Python 3 using TensorFlow 2, PyT… | 42 | 1425 | maintenance |
| wepe/O2O-Coupon-Usage-Forecast The 1st place winning solution code for the Alibaba Tianchi O2O Coupon Usage Forecast competition, written in Python. It provides feature e… | 32 | 1419 | maintenance |
| krishnaik06/Machine-Learning-in-90-days A Jupyter Notebook-based course repository by Krish Naik covering machine learning fundamentals over 90 days. It provides structured notebo… | 32 | 1410 | maintenance |
| xiaopangxia/TCM-Ancient-Books A text corpus of nearly 700 Traditional Chinese Medicine (TCM) ancient books. It provides digitized classical Chinese medical texts for res… | 32 | 1401 | maintenance |
| LongOnly/Quantitative-Notebooks A collection of educational Jupyter notebooks on quantitative finance, covering algorithmic trading strategies, pairs trading, and dynamic … | 10 | 1393 | maintenance |
| DLLXW/data-science-competition A curated collection of award-winning solutions and original baselines from data science competitions on platforms like Kaggle, Alibaba Tia… | 32 | 1380 | maintenance |
| acgeospatial/awesome-earthobservation-code A curated awesome-list of tools, tutorials, code, projects, and links for Earth Observation and geospatial satellite imagery. It aggregates… | 69 | 1378 | maintenance |
| jrfiedler/causal_inference_python_code A collection of Jupyter notebooks implementing the Python code for Part II of the book 'Causal Inference: What If' by Hernán and Robins. It… | 32 | 1354 | maintenance |
| daolf/Most-recommended-programming-books A curated dataset and article listing the 25 most recommended programming books of all time, compiled by aggregating and analyzing roughly … | 32 | 1352 | maintenance |
| kmkolasinski/deep-learning-notes A collection of Jupyter Notebook experiments and seminar presentations on deep learning topics, including capsule pooling, custom optimizer… | 32 | 1347 | maintenance |
| wzy6642/Machine-Learning-in-Action-Python3 Python 3 port of the source code from the book 'Machine Learning in Action', originally written for Python 2. It organizes implementations … | 32 | 1343 | maintenance |
| LiYangHart/Hyperparameter-Optimization-of-Machine-Learning-Algorithms A collection of Jupyter Notebook examples implementing hyperparameter optimization techniques (grid search, random search, Bayesian optimiz… | 32 | 1342 | maintenance |
| BuzzFeedNews/everything An index of BuzzFeed News' open-source data, analyses, libraries, tools, and guides. It catalogs datasets and methodology behind the newsro… | 32 | 1334 | maintenance |
| devAmoghS/Machine-Learning-with-Python A collection of small-scale machine learning projects in Python designed to teach core ML concepts, covering regression, classification, cl… | 67 | 1332 | maintenance |
| chengstone/movie_recommender A Jupyter Notebook-based movie recommender system built with TensorFlow 1.0 and Python 3.5, trained on the MovieLens dataset using a text C… | 32 | 1310 | maintenance |
| eleanorlutz/asteroids_atlas_of_space An open-source tutorial and dataset for creating a detailed map of asteroid orbits in the solar system using NASA data. It includes Python … | 32 | 1307 | maintenance |
| sajal2692/data-science-portfolio A portfolio of data science and machine learning projects presented as Jupyter notebooks, covering supervised/unsupervised learning, reinfo… | 73 | 1305 | maintenance |
| WillKoehrsen/machine-learning-project-walkthrough A Jupyter Notebook-based walkthrough demonstrating a complete end-to-end machine learning solution on a real-world dataset. It shows how al… | 32 | 1301 | maintenance |
| dafriedman97/mlbook A free online book, 'Machine Learning from Scratch', that derives common machine learning methods mathematically and implements them in Pyt… | 32 | 1296 | maintenance |
| wainshine/Company-Names-Corpus A Chinese-language corpus dataset of company names (4.8M entries), organization names (1.1M), and company abbreviations/brand names (280K),… | 23 | 1296 | maintenance |
| rsvp/fecon235 A collection of Jupyter notebooks for financial economics research, providing high-level Python interfaces to economic data sources like FR… | 32 | 1275 | maintenance |
| YelpArchive/dataset-examples A collection of Python example scripts from Yelp demonstrating how to work with the Yelp Academic/Open Dataset, including a JSON-to-CSV con… | 10 | 1260 | maintenance |
| ilmoi/MML-Book A collection of Jupyter Notebook solutions and exploratory Python code for the 'Mathematics for Machine Learning' book, covering chapters 2… | 51 | 1259 | maintenance |
| kakaobrain/coyo-dataset COYO-700M is a large-scale dataset of 747M image-text pairs scraped from CommonCrawl HTML documents, with extensive image- and text-level f… | 10 | 1255 | maintenance |
| jbrownlee/Datasets A repository of machine learning datasets (CSV and zipped files) used in tutorials on MachineLearningMastery.com, covering classification, … | 23 | 1246 | maintenance |
| andrewgbruce/statistics-for-data-scientists Companion code and data repository for the book 'Practical Statistics for Data Scientists: 50 Essential Concepts', containing R scripts org… | 32 | 1231 | maintenance |
| campusx-official/ML-Roadmap-for-2022 A curated roadmap of machine learning videos, links, projects, and datasets designed to take a learner from Python basics to applied ML pro… | 32 | 1224 | maintenance |
| rafalab/dsbook Source repository for the first edition of 'Introduction to Data Science', a free online textbook written in TeX/R Markdown. It is now supe… | 36 | 1215 | maintenance |
| Rgveda/996Quant GolemQ (996Quant) is a personal quantitative trading learning project built as a fork-style subproject of QUANTAXIS, focused on fetching an… | 32 | 1215 | maintenance |
| jwwthu/GNN4Traffic A curated collection of research papers on Graph Neural Networks for traffic forecasting, accompanying published surveys. It includes paper… | 32 | 1212 | maintenance |
| durgeshsamariya/Data-Science-Machine-Learning-Project-with-Source-Code A curated awesome-list of data science and machine learning projects with source code, linking to articles, GitHub repos, and Kaggle kernel… | 32 | 1211 | maintenance |
| tatsath/fin-ml A collection of Jupyter notebooks containing case study code from the O'Reilly book 'Machine Learning and Data Science Blueprints for Finan… | 32 | 1199 | maintenance |
| ARKInvest/ARK-Invest-Tesla-Valuation-Model An extract of ARK Invest's Tesla 2029 price target valuation model, distributed as a spreadsheet with Monte Carlo simulation worksheets. Us… | 32 | 1197 | maintenance |
| thismlguy/analytics_vidhya A collection of Jupyter Notebook code from Analytics Vidhya activities, including articles, hackathon solutions, and discussions. It serves… | 32 | 1193 | maintenance |
| alexattia/Data-Science-Projects A collection of personal data science and machine learning projects built around Kaggle and HackerRank challenges, written in Python and Ju… | 32 | 1187 | maintenance |
| kavgan/nlp-in-practice A collection of Jupyter notebooks and Python scripts demonstrating practical NLP and text mining techniques, including Word2Vec, TF-IDF key… | 32 | 1185 | maintenance |
| kuleshov/cornell-cs5785-2020-applied-ml Executable Jupyter notebook course notes and slides for Cornell Tech's Applied Machine Learning (CS5785) Fall 2020 course, accompanied by Y… | 32 | 1181 | maintenance |
| karpathy/randomfun A collection of Jupyter notebooks and random scripts by Andrej Karpathy used for experimentation and learning. It serves as a playground of… | 32 | 1179 | maintenance |
| SleepyBag/Statistical-Learning-Methods A Python implementation of every algorithm from Li Hang's textbook 'Statistical Learning Methods', built from scratch with NumPy matrix ope… | 32 | 1175 | maintenance |
| elastic/ember EMBER is a benchmark dataset of features extracted from over 2 million PE (Portable Executable) files for training and evaluating malware c… | 10 | 1169 | maintenance |
| datasets/covid-19 A cleaned and normalized time series dataset of COVID-19 confirmed cases, deaths, and recoveries, disaggregated by country and subregion, s… | 65 | 1164 | maintenance |
| kuleshov/teaching-material A collection of Jupyter notebook tutorials prepared as preparatory material for machine learning and deep learning courses at Stanford and … | 32 | 1158 | maintenance |
| yaodongC/awesome-instruction-dataset A curated awesome-list of open-source instruction tuning datasets for training text and multimodal instruction-following LLMs like ChatGPT,… | 30 | 1154 | maintenance |
| balzer82/Kalman A collection of Jupyter Notebook implementations of Kalman Filters (constant velocity, constant acceleration, 2D/3D, adaptive, extended) in… | 32 | 1142 | maintenance |
| howie6879/mlhub123 A curated collection of machine learning and deep learning website resources, including news sites, tools, communities, courses, books, and… | 32 | 1141 | maintenance |
| google-research-datasets/natural-questions Natural Questions is a large-scale question answering dataset from Google containing 307k real user search questions paired with Wikipedia … | 10 | 1138 | maintenance |
| Auquan/Tutorials A collection of IPython/Jupyter notebooks teaching quantitative trading strategies and the underlying math, including time series analysis,… | 32 | 1134 | maintenance |
| Shujian2015/FreeML A curated list of mostly free data science and machine learning learning resources, including courses, video lectures, and textbooks. It is… | 32 | 1130 | maintenance |
| factbook/factbook.json A JSON dataset of CIA World Factbook country profiles, published as free public domain open data with no API key required. Country profiles… | 76 | 1127 | maintenance |
| areed1192/sigma_coding_youtube A companion repository for the Sigma Coding YouTube channel containing tutorial code in Python, VBA, JavaScript, M Language, and T-SQL. It … | 32 | 1121 | maintenance |
| tdpetrou/Learn-Pandas A collection of Jupyter Notebook tutorials teaching how to use the pandas library effectively for data analysis in Python. It accompanies t… | 32 | 1114 | maintenance |
| dataquestio/project-walkthroughs A collection of Jupyter notebooks, code, and datasets accompanying Dataquest's live project walkthroughs on YouTube. It guides learners thr… | 32 | 1112 | maintenance |
| qiaoxu123/Self-Driving-Cars A mirror of the University of Toronto's Coursera Self-Driving Cars specialization, containing all course videos, subtitles, PDFs, and an in… | 32 | 1110 | maintenance |
| caserec/Datasets-for-Recommender-Systems A curated collection of public datasets for recommender systems research, spanning domains like books, movies, music, e-commerce, and datin… | 32 | 1105 | maintenance |
| JerBouma/AlgorithmicTrading A collection of Jupyter Notebook projects demonstrating three arbitrage strategies (dual listing, options, and statistical arbitrage), deve… | 10 | 1102 | maintenance |
| OwnThink KnowledgeGraph OwnThink's open-source Chinese knowledge graph containing 140 million (entity, attribute, value) and (entity, relation, entity) triples dis… | 32 | 1088 | maintenance |
| allenai/s2orc S2ORC is a large-scale open corpus of over 136 million scientific paper records with full text for roughly 12 million papers, built for NLP… | 32 | 1082 | maintenance |
| apachecn/pyda-2e-zh A Chinese translation of 'Python for Data Analysis, 2nd Edition' by Wes McKinney, maintained by ApacheCN and readable online or self-hosted… | 32 | 1081 | maintenance |
| FoldingAtHome/coronavirus A repository of input files and generated datasets from Folding@home's distributed molecular dynamics simulations targeting the SARS-CoV-2 … | 32 | 1079 | maintenance |
| brandon-rhodes/pycon-pandas-tutorial A set of Jupyter Notebook tutorial materials for learning the pandas data-analysis library, originally taught at PyCon 2015. It includes sc… | 34 | 1076 | maintenance |
| hundredblocks/concrete_NLP_tutorial A Jupyter Notebook-based NLP workshop from ODSC 2017 covering practical, concrete solutions to real-world natural language processing probl… | 32 | 1076 | maintenance |
| KeithGalli/pandas A companion repository of Jupyter Notebook data and code for Keith Galli's YouTube tutorial on the Python pandas library. It serves as a ha… | 32 | 1072 | maintenance |
| lukepolson/youtube_channel A collection of Jupyter notebooks accompanying the Python tutorials on Luke Polson's YouTube channel. Each notebook corresponds to a specif… | 32 | 1071 | maintenance |
| zlotus/notes-LSJU-machine-learning A collection of Jupyter Notebook study notes (in Chinese) covering Stanford's Machine Learning course, spanning supervised learning, learni… | 32 | 1062 | maintenance |
| Akramz/Hands-on-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow A collection of Jupyter notebooks containing notes and exercise solutions for Part I of Aurelien Geron's book 'Hands-On Machine Learning wi… | 32 | 1060 | maintenance |
| khuangaf/CryptocurrencyPrediction A Jupyter Notebook-based deep learning project that predicts Bitcoin prices using CNN, LSTM, and GRU models built with Keras and TensorFlow… | 32 | 1058 | maintenance |
| piskvorky/gensim-data A data repository hosting pretrained NLP models (Word2Vec, GloVe, LDA, LSI) and text corpora as immutable GitHub release attachments, acces… | 23 | 1058 | maintenance |