Tutorials

The web is full of tutorials related to data science. Below we list some of the most popular free tutorials that offer comprehensive materials. 

Data Science

• An Introduction to Machine Learning Theory and Its Applications: A Visual Tutorial with Examples
• Practical Machine Learning Tutorial with Python
• Springboard's course Machine Learning in Python covers the full range from Intro to Python to supervised and unsupervised ML techniques
• Random forest tutorial: Predicting Crime in San Francisco
• A Gentle Introduction to Random Forests, Ensembles, and Performance Metrics in a Commercial System
• A complete Tutorial on Tree Based Modeling from Scratch
• An Idiot's guide to Support Vector Machines (SVMs)
• A Tutorial on Support Vector Machines for Pattern Recognition
• Data Mining Tutorial
• 50 Tutorials, Articles and Videos to Learn Data Mining Methods
• How to detect spurious correlations
• 11 Features any Database, SQL or NoSQL, should have
• Learn Data Science 
• List of 20 tutorials on data science
• Excel for Big Data and a guide to conditional formatting

Programming

• R Tutorial
• Tutorials for learning R
• RStudio 
• Python Tutorial
• Python interactive Tutorial
• Cheat Sheet: Python For Data Science
• The Java Tutorials
• Java Tutorial
• Beginner SQL Tutorial
• SQL Tutorial
• Interactive Online SQL Training 

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