DIY Data Science
Data Analysis
- Coursera: Computing for Data Analysis
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Roger Peng, Johns Hopkins University - Completed 10/2013
- Coursera: Data Analysis
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Jeff Leek, Johns Hopkins University - Completed 12/2013
- Python for Data Analysis
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Wes McKinney
Machine Learning
- Coursera: Machine Learning
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Andrew Ng, Stanford - Completed 1/2014
- Stanford: Machine Learning
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Andrew Ng
- Caltech: Learning from Data
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Yaser Abu-Mostafa, edX
Natural Language Processing
- Natural Language Processing with Python
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Steven Bird, Ewan Klein, and Edward Loper
- Natural Language Processsing for the Working Programmer
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Daniël de Kok & Harm Brouwer
- Text Processing in Python
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David Mertz
Statistics
- Think Stats
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Allen B. Downey
- Think Bayes
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Allen B. Downey
- Udacity: Introduction to Statistics
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Sebastian Thrun
Databases
- Coursera: Introduction to Databases
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Jennifer Widom, Stanford
- Learn SQL the Hard Way
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Zed A. Shaw - Completed 9/2013
- SQLZOO
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Interactive SQL Tutorial - Completed 9/2013
Data Mining
- MIT OpenCourseWare: Data Mining
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Nitin Patel
- A Programmer's Guide to Data Mining
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Ron Zacharski
Data Visualization
- UC Berkeley: Visualization
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Maneesh Agrawala
- Rice University: Data Visualization
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Hadley Wickham