awesome-datascience

An awesome Data Science repository to learn and apply for real world problems.
https://github.com/eric-erki/awesome-datascience

Last synced: 3 days ago
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Bloggers
- Wes McKinney - Wes McKinney Archives.
- Matthew Russell - Mining The Social Web.
- Greg Reda - Greg Reda Personal Blog
- Kevin Davenport - Kevin Davenport Personal Blog
- Hakan Kardas - Personal Web Page
- Drew Conway - Personal Web Page
- Hilary Mason - Personal Web Page
- Noah Iliinsky - Personal Blog
- Data Science Renee
- Vamshi Ambati - AllThings Data Sciene
- Prash Chan - Tech Blog on Master Data Management And Every Buzz Surrounding It
- Clare Corthell - The Open Source Data Science Masters
- Paul Miller
- Data Science London - profit organization dedicated to the free, open, dissemination of data science.
- Datawrangling
- Quora Data Science - Data Science Questions and Answers from experts
- Siah
- Data Science Report
- Data Science Weekly - Weekly News Blog
- Revolution Analytics - Data Science Blog
- R Bloggers - R Bloggers
- The Practical Quant
- Micheal Le Gal
- Datascope Analytics - driven consulting and design
- Yet Another Data Blog
- KD Nuggets
- Meta Brown - Personal Blog
- WhatSTheBigData
- New Data Scientist
- Harvard Data Science - Thoughts on Statistical Computing and Visualization
- Data Science 101 - Learning To Be A Data Scientist
- Kaggle Past Solutions
- DataScientistJourney
- Learning Lover
- Dataists
- Data-Magnum
- Map Reduce Blog
- FastML Blog
- P-value - Musings on data science, machine learning and stats.
- datascopeanalytics
- Data Mania Blog - [The File Drawer](http://chris-said.io/) - Chris Said's science blog
- Emilio Ferrara's web page
- Reddit TextMining
- Periscopic
- Hilary Parker
- Data Stories
- Data Science Lab
- Adventures in Data Land
- DATA MINERS BLOG
- Dataclysm
- O'reilly Learning Blog
- Dominodatalab
- i am trask - A Machine Learning Craftsmanship Blog
- Vademecum of Practical Data Science - Handbook and recipes for data-driven solutions of real-world problems
- Dataconomy - A blog on the new emerging data economy
- Springboard - A blog with resources for data science learners
- Analytics Vidhya - A full-fledged website about data science and analytics study material.
- Occam's Razor - Focused on Web Analytics.
- 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!
- Chris Albon's Website - Data Science and AI notes
- Andrew Carr - Data Science with Esoteric programming languages
Books
- Data Science at Scale with Python and Dask
- Python Data Science Handbook
- The Data Science Handbook: Advice and Insights from 25 Amazing Data Scientists
- The Art of Data Usability - Early access
- Think Like a Data Scientist
- R in Action, Second Edition
- Introducing Data Science
- Practical Data Science with R
- Exploring Data Science - free eBook sampler
- Exploring the Data Jungle - free eBook sampler
- Python® for R Users: A Data Science Approach
- Classic Computer Science Problems in Python
- Math for Programmers
- R in Action, Third Edition
- Data Science Bookcamp
- Data Science Thinking: The Next Scientific, Technological and Economic Revolution
- Applied Data Science: Lessons Learned for the Data-Driven Business
- The Data Science Handbook
- The Data Science Design Manual
- Exploring Data with R - Early access
- Essential Natural Language Processing - Early access
- Mining Massive Datasets - free e-book comprehended by an online course
COLLEGES
Comics
- Digital Data
Competitions
Data Sets
- hadoopilluminated.com
- data.gov - The home of the U.S. Government's open data
- usgovxml.com
- datahub.io
- aws.amazon.com/datasets
- databib.org
- quandl.com - Get the data you need in the form you want; instant download, API or direct to your app.
- figshare.com
- Quora's Big Datasets Answer
- Houston Data Portal
- Kaggle Data Sources
- Kaggle Datasets
- World Bank Data
- NYC Taxi data
- Open Data Philly
- A list of useful sources
- grouplens.org
- UC Irvine Machine Learning Repository - contains data sets good for machine learning
- research-quality data sets
- National Climatic Data Center - NOAA
- ClimateData.us
- r/datasets
- 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
- 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
- Dept. of Politics @ New York University
- Open Data Sources
- UNICEF Statistics and Monitoring
- UNICEF Data
- undata
- NASA SocioEconomic Data and Applications Center - SEDAC
- The GDELT Project
- 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 abour open data
- Open data Index
- Liver Tumor Segmentation Challenge Dataset
- Public Git Archive
- GHTorrent
- Open Government Data Platform India
- Google Dataset Search (beta)
- NAYN.CO Turkish News with categories
Facebook Accounts
Infographic
- <img src="https://cloud.githubusercontent.com/assets/182906/19517857/604f88d8-960c-11e6-97d6-16c9738cb824.png" width="150" />
- <img src="http://i.imgur.com/rb9ruaa.png" width="150" /> - a-data-scientist/).
- <img src="http://i.imgur.com/gtTlW5I.png" width="150" />
- <img src="http://scikit-learn.org/stable/_static/ml_map.png" width="150" />
- <img src="http://i.imgur.com/3JSyUq1.png" width="150" />
- <img src="http://i.imgur.com/DQqFwwy.png" width="150" />
- <img src="https://www.springboard.com/blog/wp-content/uploads/2016/03/20160324_springboard_vennDiagram.png" width="150" height="150" /> - science-career-paths-different-roles-industry/) by Springboard
Journals, Publications and Magazines
- ICML - International Conference on Machine Learning
- 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
MOOC's
Motivation
- Here
- Pandas
Newsletters
- AI Digest
Other Awesome Lists
- Free Courses

Programming Languages

Python 11 Jupyter Notebook 4 Scala 1 Julia 1 HTML 1 Ruby 1 R 1

Categories

Bloggers 63 Data Sets 43 Toolboxes - Environment 41 Visualization Tools - Environments 36 Books 22 Other Awesome Lists 19 MOOC's 17 COLLEGES 13 Youtube Videos & Channels 10 Journals, Publications and Magazines 10 What is Data Science? 9 Podcasts 9 Facebook Accounts 9 Infographic 7 Tutorials 6 Twitter Accounts 6 Competitions 6 Telegram Channels 3 Motivation 2 Comics 1 Presentations 1 Newsletters 1

Sub Categories

Free Courses 21

Keywords

machine-learning 11 data-science 11 deep-learning 9 python 7 awesome 4 awesome-list 4 jupyter 4 tensorflow 3 scikit-learn 3 jupyter-notebook 3 classifier 3 r 3 random-forest 3 data-analysis 3 gradient-boosting 3 lightgbm 2 pytorch 2 node2vec 2 gradient-boosting-machine 2 xgboost 2 data-mining 2 catboost 2 classification-trees 2 notebook 2 classification-algorithm 2 decision-tree 2 graph-classification 2 reinforcement-learning 2 spark 2 deepwalk 2 artificial-intelligence 2 pandas 2 numpy 2 matplotlib 2 data-visualization 2 kubernetes 2 keras 2 caffe 2 big-data 2 igraph 1 matrix-factorization 1 network-analysis 1 network-clustering 1 network-science 1 attention-mechanism 1 unsupervised-learning 1 social-network 1 networkx 1 deep-graph-kernels 1 graph-attention-model 1