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A place for us to store all the good learning & development resources and reference materials that we feel could benefit others.
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README.md

README.md

Learning Resources

A repo for us to share good learning resources, tutorials, cheat-sheets etc. as well as resources that can make people's lives easier. Please link to actual and specific resources rather than API references, websites, collections etc. Please also indicate in the title what kind of resource it is (e.g. book, tutorial, video etc.)

Text Editors

General Resources & News Sites

  • Data Science @ Reddit Subreddit and a good place to ask more general data science questions.
  • Data Science @ Medium Blog and article site with a Data Science sub-section.
  • Towards Data Science Medium based news and articles site.
  • Kaggle Branded as the home of Data Science and the place to do data science projects. Has some good data and competitions also.
  • KDNuggets General data science news site.
  • Data Elixir General data science news site.
  • The Machine Learning Engineer Newsletter Weekly newsletter focusing on Ethical AI & ML and Machine Learning Operations.

General Data Science

Statistics

General Data Engineering

Machine Learning

Geographic

  • Mapshaper (Tool) Online editor for map data. Allows you to take most GIS data formats and visualise / simplify them.

Python

R

Scala

SQL

Javascript / Web Development

Testing

  • MS VM Images (Tool) Images of windows machines to allow testing on IE. Note you'll need to install Virtualbox first via brew cask install virtualbox

Javascript

D3

React

Git

DevOps

  • Lots of interactive courses on containerisation (e.g. Docker, Kubernetes) available at Katacoda

Data Visualisation

Design

Data

Also see departmentfortransport/ds-data-sources.

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