Top 50 Awesome List

academic/awesome-datascience

Computer Science  1 day ago  17.3k
📝 An awesome Data Science repository to learn and apply for real world problems.
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Bloggers

  • Maria Khalusova - Data science blog
  • Data Sets

  • MapLight - provides a variety of data free of charge for uses that are freely available to the general public. Click on a data set below to learn more
  • Podcasts

  • O'Reilly Data Show Podcast
  • Oct 23rd

    Youtube Videos & Channels

  • Neural networks from scratch by Sentdex
  • Oct 21st

    Newsletters

  • The Analytics Engineering Roundup. A newsletter about data science. Archive.
  • Oct 19th

    Visualization Tools - Environments

  • vizzustars458
  • Oct 18th

    Books

  • Artificial Intelligence: Foundations of Computational Agents, 2nd Edition - Free HTML version
  • Introduction to Machine Learning with Python
  • Learn Data Science

    Unsupervised Learning

  • Hidden Markov Models (HMM)
  • Podcasts

  • AI at Home
  • Oct 9th

    Tutorials

  • Python for Data Science: A Beginner’s Guide
  • Learn Data Science

    Deep Learning architectures

  • Self-Organized Maps
  • Oct 1st

    Books

  • Streaming Systems: The What, Where, When, and How of Large-Scale Data Processing
  • Learn Data Science

    Unsupervised Learning

  • Dimension Reduction
    • Principal Component Analysis (PCA)
    • t-SNE
  • Learn Data Science

    Semi-Supervised Learning

  • S3VM
  • Clustering
  • Generative models
  • Low-density separation
  • Laplacian regularization
  • Heuristic approaches
  • Learn Data Science

    Deep Learning architectures

  • Multilayer Perceptron
  • Convolutional Neural Network (CNN)
  • Recurrent Neural Network (RNN)
  • Boltzmann Machines
  • Autoencoder
  • Generative Adversarial Network (GAN)
  • Aug 3rd

    Bloggers

  • Loic Tetrel - Data science blog
  • Jun 16th

    Visualization Tools - Environments

  • altair
  • May 17th

    Apr 30th

    Intensive Programs

  • S2DS
  • Mar 25th

    Tutorials

  • Realtime deployment Tutorial on Python time-series model deployment.
  • Competitions

  • Microprediction
  • Mar 20th

    Deep Learning

    pytorch

  • pytorch_tabularstars446
  • Bloggers

  • Deep and Shallow - All things Deep and Shallow in Data Science
  • Feb 24th

    Bloggers

  • nbshare - Data Science notebooks
  • Feb 3rd

    Dec 23rd, 2020

    Presentations

  • Full-Stack Data Scientist
  • Books

  • R for Data Science
  • Build a Career in Data Science
  • Machine Learning Bookcamp - Early access
  • Newsletters

  • AI Digest. A weekly newsletter to keep up to date with AI, machine learning, and data science. Archive.
  • DataTalks.Club. A weekly newsletter about data-related things. Archive.
  • Youtube Videos & Channels

  • DataTalks.Club
  • Slack Communities

  • DataTalks.Club
  • Data Sets

  • 5000 Images of Clothesstars49
  • Other Lists

  • Data Science Interviews Questionsstars4.7k
  • Nov 30th, 2020

    Hobby

  • Awesome Music Productionstars417
  • Tutorials

  • Tutorials to get started on signal processings for machine learningstars9
  • Bloggers

  • Jingles - Review and extract key concepts from academic papers
  • Nov 27th, 2020

    Tutorials

  • 1000 Data Science Projects you can run on browser with ipyton.
  • Nov 14th, 2020

    Tutorials

  • #tidytuesdaystars4.1k A weekly data project aimed at the R ecosystem.
  • Nov 11th, 2020

    Oct 31st, 2020

    Visualization Tools - Environments

  • ggplot2
  • Opendata-tools
  • NetworkX
  • C3
  • TensorWatchstars3.2k
  • bokeh
  • MOOC's

  • Linear Algebra - Linear Algebra course by Gilbert Strang
  • A 2020 Vision of Linear Algebra (G. Strang)
  • Tutorials

    Free Courses

  • AI Expert Roadmapstars15k - Roadmap to becoming an Artificial Intelligence Expert
  • Convex Optimization - Convex Optimization (basics of convex analysis; least-squares, linear and quadratic programs, semidefinite programming, minimax, extremal volume, and other problems; optimality conditions, duality theory...)
  • Books

  • Convex Optimization - Convex Optimization book by Stephen Boyd - Free Download
  • Oct 29th, 2020

    Oct 25th, 2020

    Learn Data Science

  • Algorithms
  • Colleges
  • MOOC's
  • Podcasts
  • Books
  • YouTube Videos & Channels
  • Toolboxes - Environment
  • Journals, Publications and Magazines
  • Presentations
  • Tutorials
  • Learn Data Science

    Supervised Learning

  • Linear Regression
  • Ordinary Least Squares
  • Logistic Regression
  • Stepwise Regression
  • Multivariate Adaptive Regression Splines
  • Locally Estimated Scatterplot Smoothing
  • Boosting
  • Bagging
  • Random Forest
  • AdaBoost
  • Learn Data Science

    Unsupervised Learning

  • Self-organizing map
  • Adaptive resonance theory
  • Learn Data Science

    Data Mining Algorithms

  • C4.5
  • k-Means
  • SVM
  • Apriori
  • EM
  • PageRank
  • AdaBoost
  • kNN
  • Naive Bayes
  • CART
  • COLLEGES

  • A list of colleges and universities offering degrees in data science.stars143
  • Data Science Degree @ Berkeley
  • Data Science Degree @ UVA
  • Data Science Degree @ Wisconsin
  • MS in Computer Information Systems @ Boston University
  • MS in Business Analytics @ ASU Online
  • Data Science Engineer @ BTH
  • MS in Applied Data Science @ Syracuse
  • M.S. Management & Data Science @ Leuphana
  • Master of Data Science @ Melbourne University
  • Msc in Data Science @ The University of Edinburgh
  • Master of Management Analytics @ Queen's University
  • Master of Data Science @ Illinois Institute of Technology
  • MOOC's

  • Coursera Introduction to Data Science
  • Data Science - 9 Steps Courses, A Specialization on Coursera
  • Data Mining - 5 Steps Courses, A Specialization on Coursera
  • Machine Learning – 5 Steps Courses, A Specialization on Coursera
  • CS 109 Data Science
  • OpenIntro
  • CS 171 Visualization
  • Process Mining: Data science in Action
  • Oxford Deep Learning
  • Oxford Deep Learning - video
  • Oxford Machine Learning
  • UBC Machine Learning - video
  • Data Science Specializationstars3.8k
  • Coursera Big Data Specialization
  • Statistical Thinking for Data Science and Analytics by Edx
  • Cognitive Class AI by IBM
  • Udacity - Deep Learning
  • Keras in Motion
  • Microsoft Professional Program for Data Science
  • COMP3222/COMP6246 - Machine Learning Technologies
  • CS 231 - Convolutional Neural Networks for Visual Recognition
  • Coursera Tensorflow in practice
  • Coursera Deep Learning Specialization
  • 365 Data Science Course
  • Coursera Natural Language Processing Specialization
  • Coursera GAN Specialization
  • Codecademy's Data Science
  • Tutorials

  • Data science your waystars548
  • PySpark Cheatsheetstars146
  • Machine Learning, Data Science and Deep Learning with Python
  • How To Label Data
  • Your Guide to Latent Dirichlet Allocation
  • Over 1000 Data Science Online Courses at Classpert Online Search Engine
  • Tutorials of source code from the book Genetic Algorithms with Python by Clinton Sheppardstars881
  • Tutorials

    Free Courses

  • Data Scientist with R
  • Data Scientist with Python
  • Genetic Algorithms OCW Course
  • Visualization Tools - Environments

  • addepar
  • amcharts
  • anychart
  • slemma
  • cartodb
  • Cube
  • d3plus
  • Data-Driven Documents(D3js)
  • datahero
  • dygraphs
  • ECharts
  • exhibit
  • gephi
  • Glue
  • Google Chart Gallery
  • highcarts
  • import.io
  • jqplot
  • Matplotlib
  • nvd3
  • Openrefine
  • plot.ly
  • raw
  • Seaborn
  • techanjs
  • Timeline
  • variancecharts
  • vida
  • Wrangler
  • r2d3
  • Redash
  • Journals, Publications and Magazines

  • ICML - International Conference on Machine Learning
  • GECCO - The Genetic and Evolutionary Computation Conference (GECCO)
  • epjdatascience
  • Journal of Data Science - an international journal devoted to applications of statistical methods at large
  • Big Data Research
  • Journal of Big Data
  • Big Data & Society
  • Data Science Journal
  • datatau.com/news - Like Hacker News, but for data
  • Data Science Trello Board
  • Medium Data Science Topic - Data Science related publications on medium
  • Towards Data Science Genetic Algorithm Topic -Genetic Algorithm related Publications onTowards Data Science
  • Presentations

  • How to Become a Data Scientist
  • Introduction to Data Science
  • Intro to Data Science for Enterprise Big Data
  • How to Interview a Data Scientist
  • How to Share Data with a Statisticianstars5.9k
  • The Science of a Great Career in Data Science
  • What Does a Data Scientist Do?
  • Building Data Start-Ups: Fast, Big, and Focused
  • How to win data science competitions with Deep Learning
  • Books

  • Classic Computer Science Problems in Python
  • Genetic algorithms in search, optimization, and machine learning - Free Download
  • Evolutionary Algorithms - Free Download
  • Advances in Genetic Programming, Vol. 3 - Free Download
  • Global Optimization Algorithms: Theory and Application - Free Download
  • Bloggers

  • Machine Learning Mastery about helping professional programmers to confidently apply machine learning algorithms to address complex problems.
  • Adventures in Data Land
  • Analytics Vidhya - A full-fledged website about data science and analytics study material.
  • Chris Albon's Website - Data Science and AI notes
  • Youtube Videos & Channels

  • What is machine learning?
  • Andrew Ng: Deep Learning, Self-Taught Learning and Unsupervised Feature Learning
  • Deep Learning: Intelligence from Big Data
  • Interview with Google's AI and Deep Learning 'Godfather' Geoffrey Hinton
  • Introduction to Deep Learning with Python
  • What is machine learning, and how does it work?
  • Data School - Data Science Education
  • Neural Nets for Newbies by Melanie Warrick (May 2015)
  • Neural Networks video series by Hugo Larochelle
  • Google DeepMind co-founder Shane Legg - Machine Super Intelligence
  • Data Science Primer
  • Data Science with Genetic Algorithms
  • Data Science for Beginners
  • Competitions

  • Kaggle
  • DrivenData
  • Analytics Vidhya
  • The Data Science Game
  • InnoCentive
  • TuneedIT
  • Data Sets

  • Academic Torrents
  • hadoopilluminated.com
  • data.gov - The home of the U.S. Government's open data
  • United States Census Bureau
  • usgovxml.com
  • enigma.com - Navigate the world of public data - Quickly search and analyze billions of public records published by governments, companies and organizations.
  • datahub.io
  • aws.amazon.com/datasets
  • datacite.org
  • quandl.com - Get the data you need in the form you want; instant download, API or direct to your app.
  • figshare.com
  • GeoLite Legacy Downloadable Databases
  • Quora's Big Datasets Answer
  • Public Big Data Sets
  • Kaggle Datasets
  • A Deep Catalog of Human Genetic Variation
  • A community-curated database of well-known people, places, and things
  • Google Public Data
  • World Bank Data
  • NYC Taxi data
  • Open Data Philly Connecting people with data for Philadelphia
  • grouplens.org Sample movie (with ratings), book and wiki datasets
  • UC Irvine Machine Learning Repository - contains data sets good for machine learning
  • research-quality data sets by Hilary Mason
  • National Climatic Data Center - NOAA
  • ClimateData.us (related: U.S. Climate Resilience Toolkit)
  • r/datasets
  • GHDx - Institute for Health Metrics and Evaluation - a catalog of health and demographic datasets from around the world and including IHME results
  • St. Louis Federal Reserve Economic Data - FRED
  • New Zealand Institute of Economic Research – Data1850
  • Open Data Sourcesstars438
  • UNICEF Data
  • undata
  • NASA SocioEconomic Data and Applications Center - SEDAC
  • The GDELT Project
  • Sweden, Statistics
  • Github free data source list
  • StackExchange Data Explorer - an open source tool for running arbitrary queries against public data from the Stack Exchange network.
  • San Fransisco Government Open Data
  • IBM Blog about open data
  • Open data Index
  • Public Git Archive
  • GHTorrent
  • Microsoft Research Open Data
  • Open Government Data Platform India
  • Google Dataset Search (beta)
  • NAYN.CO Turkish News with categoriesstars3
  • Covid-19stars1.1k
  • Covid-19 Googlestars112
  • Enron Email Dataset
  • Other Lists

  • Other amazingly awesome lists can be found in the awesome-awesomenessstars28.1k
  • Awesome Machine Learningstars51.7k
  • listsstars7.6k
  • awesome-datavizstars2.9k
  • awesome-pythonstars104.9k
  • Data Science IPython Notebooks.stars21.8k
  • awesome-rstars4.8k
  • awesome-datasetsstars46.2k
  • awesome-Machine Learning & Deep Learning Tutorials
  • Awesome Data Science Ideasstars600
  • Machine Learning for Software Engineersstars25.5k
  • Community Curated Data Science Resources
  • Awesome Machine Learning On Source Codestars5.4k
  • Awesome Community Detectionstars1.8k
  • Awesome Graph Classificationstars4.3k
  • Awesome Decision Tree Papersstars1.9k
  • Awesome Fraud Detection Papersstars977
  • Awesome Gradient Boosting Papersstars754
  • Awesome Computer Vision Modelsstars344
  • Awesome Monte Carlo Tree Searchstars431
  • Glossary of common statistics and ML terms
  • 100 NLP Papersstars3.2k
  • Oct 21st, 2020

    Bloggers

  • Data Scientist is building the data scientist culture.
  • Oct 17th, 2020

    Podcasts

  • Adversarial Learning
  • Data Crunch
  • Data Skeptic
  • Data Stories
  • Learning Machines 101
  • Linear Digressions
  • Partially Derivative
  • Superdatascience
  • What's The Point
  • Books

  • Machine Learning from Scratch
  • Become a Leader in Data Science - Early access
  • Fighting Churn With Data
  • Data Science at Scale with Python and Dask
  • Python Data Science Handbook
  • The Data Science Handbook: Advice and Insights from 25 Amazing Data Scientists
  • Think Like a Data Scientist
  • Introducing Data Science
  • Practical Data Science with R
  • Exploring Data Science - free eBook sampler
  • Exploring the Data Jungle - free eBook sampler
  • Math for Programmers Early access
  • R in Action, Third Edition Early access
  • Data Science Bookcamp Early access
  • Data Science Thinking: The Next Scientific, Technological and Economic Revolution
  • Applied Data Science: Lessons Learned for the Data-Driven Business
  • The Data Science Handbook
  • Essential Natural Language Processing - Early access
  • Mining Massive Datasets - free e-book comprehended by an online course
  • Pandas in Action - Early access
  • Genetic Algorithms and Genetic Programming
  • Advances in Evolutionary Algorithms - Free Download
  • Genetic Programming: New Approaches and Successful Applications - Free Download
  • Genetic Algorithms and Evolutionary Computation - Free Download
  • Learn Data Science

    Supervised Learning

  • Regression
  • Classification
    • k-nearest neighbor
    • Support Vector Machines
    • Decision Trees
    • ID3 algorithm
    • C4.5 algorithm
  • Ensemble Learning
  • Learn Data Science

    Unsupervised Learning

  • Clustering
    • Hierchical clustering
    • k-means
    • Fuzzy clustering
    • Mixture models
  • Neural Networks
  • Learn Data Science

    Reinforcement Learning

  • Q Learning
  • SARSA (State-Action-Reward-State-Action) algorithm
  • Temporal difference learning
  • Github Groups

  • Berkeley Institute for Data Science
  • Jul 19th, 2020

    Bloggers

  • floydhub - Blog for Evolutionary Algorithms
  • Dec 7th, 2019

    Bloggers

  • Andrew Carr - Data Science with Esoteric programming languages
  • Mar 10th, 2019

    Telegram Channels

  • Open Data Science – First Telegram Data Science channel. Covering all technical and popular staff about anything related to Data Science: AI, Big Data, Machine Learning, Statistics, general Math and the applications of former.
  • Loss function porn — Beautiful posts on DS/ML theme with video or graphic vizualization.
  • Machinelearning – Daily ML news.
  • Jan 3rd, 2019

    Bloggers

  • Data Mania Blog - The File Drawer - Chris Said's science blog
  • Dec 21st, 2017

    Bloggers

  • Datascope Analytics data-driven consulting and design
  • Mar 22nd, 2017

    Bloggers

  • Colah's Blog - Blog for understanding Neural Networks!
  • Sebastian's Blog - Blog for NLP and transfer learning!
  • Distill - Dedicated to clear explanations of machine learning!
  • Feb 11th, 2017

    Bloggers

  • Wes McKinney - Wes McKinney Archives.
  • Matthew Russell - Mining The Social Web.
  • Hakan Kardas - Personal Web Page
  • Hilary Mason - Personal Web Page
  • Vamshi Ambati - AllThings Data Sciene
  • Quora Data Science - Data Science Questions and Answers from experts
  • Siah a PhD student at Berkeley
  • Data Science Report MDS, Inc. Helps Build Careers in Data Science, Advanced Analytics, Big Data Architecture, and High Performance Software Engineering
  • Data Science Weekly - Weekly News Blog
  • R Bloggers - R Bloggers
  • The Practical Quant Big data
  • WhatSTheBigData is some of, all of, or much more than the above and this blog explores its impact on information technology, the business world, government agencies, and our lives.
  • DataScientistJourney
  • NYC Taxi Visualization Blog
  • datascopeanalytics
  • datascientistjourney
  • Reddit TextMining
  • Hilary Parker
  • Data Science Lab
  • Dataclysm
  • O'reilly Learning Blog
  • Dominodatalab
  • Vademecum of Practical Data Science - Handbook and recipes for data-driven solutions of real-world problems
  • Springboard - A blog with resources for data science learners
  • Occam's Razor - Focused on Web Analytics.
  • Jul 1st, 2016

    Bloggers

  • Data School - Data science tutorials for beginners!
  • Jun 7th, 2016

    Facebook Accounts

  • The Data Science Blog
  • Apr 7th, 2016

    Bloggers

  • Dataconomy - A blog on the new emerging data economy
  • Jan 19th, 2016

    Facebook Accounts

  • Veri Bilimi Istanbul
  • Nov 29th, 2015

    Oct 31st, 2015

    Bloggers

  • Datawrangling by Peter Skomoroch. MACHINE LEARNING, DATA MINING, AND MORE
  • Aug 1st, 2015

    Bloggers

  • i am trask - A Machine Learning Craftsmanship Blog
  • Jun 22nd, 2015

    Bloggers

  • Julia Evans - Recurse Center alumna
  • Dec 3rd, 2014

    Bloggers

  • DATA MINERS BLOG
  • FlowingData - Visualization and Statistics
  • Calculated Risk
  • Nov 1st, 2014

    Oct 1st, 2014

    Bloggers

  • Data Science 101 - Learning To Be A Data Scientist
  • Sep 26th, 2014

    Bloggers

  • Data-Mania
  • Data-Magnum
  • Map Reduce Blog
  • P-value - Musings on data science, machine learning and stats.
  • Digital transformation
  • Aug 29th, 2014

    Bloggers

  • Dataists
  • Aug 4th, 2014

    Jul 30th, 2014

    Bloggers

  • Harvard Data Science - Thoughts on Statistical Computing and Visualization
  • Jul 26th, 2014

    Bloggers

  • Greg Reda - Greg Reda Personal Blog
  • Kevin Davenport - Kevin Davenport Personal Blog
  • Sean J. Taylor - Personal Web Page
  • Drew Conway - Personal Web Page
  • Noah Iliinsky - Personal Blog
  • Matt Harrison - Personal Blog
  • Prash Chan - Tech Blog on Master Data Management And Every Buzz Surrounding It
  • Clare Corthell - The Open Source Data Science Masters
  • Paul Miller Based in the UK and working globally, Cloud of Data's consultancy services help clients understand the implications of taking data and more to the Cloud.
  • Data Science London Data Science London is a non-profit organization dedicated to the free, open, dissemination of data science. We are the largest data science community in Europe. We are more than 3,190 data scientists and data geeks in our community.
  • Louis Dorard a technology guy with a penchant for the web and for data, big and small
  • Yet Another Data Blog Yet Another Data Blog
  • Spenczar a data scientist at Twitch. I handle the whole data pipeline, from tracking to model-building to reporting.
  • KD Nuggets Data Mining, Analytics, Big Data, Data, Science not a blog a portal
  • New Data Scientist How a Social Scientist Jumps into the World of Big Data
  • Daniel Forsyth - Personal Blog
  • Revolution Analytics - Data Science Blog
  • Meta Brown - Personal Blog
  • Tevfik Kosar - Magnus Notitia
  • Facebook Accounts

  • Data
  • Big Data Scientist
  • Data Science Day
  • Data Science Academy
  • Facebook Data Science Page
  • Data Science London
  • Data Science Technology and Corporation
  • Data Science - Closed Group
  • Center for Data Science
  • Last Checked At: 2021-10-24T15:12:41.121Z
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