Data Science
701 items from academic/awesome-datascience ★30,136
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Kaggle kaggle.com
Data Science competitions, datasets and projects.
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Naive Bayes en.wikipedia.org
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Logistic Regression en.wikipedia.org
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Deep Learning deeplearningbook.org
Yet halfway through the book, it contains satisfying math content on how to think about actual deep learning.
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Data Stories datastori.es
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d3plus d3plus.org
D3's simpler, easier to use cousin. Mostly predefined templates that you can just plug data in.
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NVD3.js nvd3.org
chart components for d3.js.
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matplotlib matplotlib.org
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Machine Learning, Data Science and Deep Learning with Python manning.com
LiveVideo tutorial that covers machine learning, Tensorflow, artificial intelligence, and neural networks.
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Colah's Blog colah.github.io
Blog for understanding Neural Networks!
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bokeh bokeh.org
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AI Weekly aiweekly.co
Curated AI intelligence briefing from industry leaders covering models, funding, policy, and applications. 3x/week since 2017, 40K+ subscribers.
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Github Page cs231n.github.io
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Flowing Data flowingdata.com
A resource on maps, visualizations, stats, and design by Nathan Yau, formerly of the New York Times.
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amCharts amcharts.com
Three libraries for traditional charts, stock, and maps. Features a hand-drawn style theme option.
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R for Data Science by Garrett Grolemund & Hadley Wickham r4ds.had.co.nz
This book will teach you how to do data science with R. You will learn how to get your data into R, get it into the most useful structure, transform it, visualize it and model it. Exercise Solutions Authors: Garrett Grolemund and Hadley Wickham.
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Altair altair-viz.github.io
Declarative statistical visualization library for Python. Can easily do many data transformation within the code to create graph
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PhilanthroPy github.com
Scikit-learn native toolkit for nonprofit fundraising analytics: leakage-safe donor propensity, lapse, planned-giving, wealth-screening and revenue-forecasting estimators.
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TensorLight github.com
A high-level framework for TensorFlow.
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Resseract Lite github.com
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OpenLanguageModel github.com
PyTorch-native library for building, training and teaching transformer language models, with architectures written as ordinary nn.Modules.
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CAJAL github.com
Local AI agent for generating publication-ready scientific papers with real arXiv citations, IMRaD structure, and tribunal scoring. Runs 100% offline via Ollama with 4B-9B models. MIT licensed. HuggingFace
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ZipCheckup API github.com
Free REST API for US ZIP-level environmental safety data: water quality, air quality, PFAS, radon, lead, flood risk.
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sklearn-evaluation github.com
Model evaluation made easy: plots, tables, and markdown reports.
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Oxford Deep Learning - video youtube.com
, Video Lectures Summer School Montreal
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Neural Networks video series by Hugo Larochelle youtube.com
Interesting class about neural networks available online for free by Hugo Larochelle, yet I have watched a few of those videos.
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techanjs techanjs.org
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An Introduction to Statistical Learning with Applications in R statlearning.com
Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani.
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Cube square.github.io
uses MongoDB to store time series data.
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The Analytics Engineering Podcast roundup.getdbt.com
How analytics engineers build and maintain data pipelines at scale.
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r/datasets reddit.com
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NetworkX networkx.org
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National Centers for Environmental Information ncei.noaa.gov
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Your Guide to Latent Dirichlet Allocation medium.com
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R in Action, Third Edition manning.com
Early Access
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Math for Programmers manning.com
Early access
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Data Analysis with Python and PySpark manning.com
Early Access
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Julia Evans jvns.ca
Recurse Center alumna
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The Quiet-Broke Index jeevesagency.github.io
A 30-metro composite ranking of how much of a $400K household income gets consumed by housing, taxes, childcare, healthcare, and transport. Open methodology, free, no email gate.
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MLSys-NYU-2022 github.com
Slides, scripts and materials for the Machine Learning in Finance course at NYU Tandon, 2022.
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GHTorrent ghtorrent.org
Scalable, queriable, offline mirror of data offered through the GitHub REST API.
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The Math Behind Artificial Intelligence freecodecamp.org
A free FreeCodeCamp book teaching the math behind AI in plain English from an engineering point of view.
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figshare.com figshare.com
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enigma.com enigma.com
Navigate the world of public data - Quickly search and analyze billions of public records published by governments, companies and organizations.
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Linear Regression en.wikipedia.org
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k-nearest neighbor en.wikipedia.org
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CART (Classification and Regression Trees) en.wikipedia.org
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Decision Trees en.wikipedia.org
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Boosting en.wikipedia.org
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