Media Library for the "A Brave New Data World" IW seminar

Adviser: Paul Morarescu

Python Library Topic Index

  1. Data Science books
  2. Topics that share concepts and methods with Data Science
  3. Topics that may have data sets for data science projects
  4. General topics

Data sets

KDNuggets data repositories
Caesar0301's Github awesome public data sets
Anonymous' data sets on COS IW05 Piazza

Movies

Moneyball
Terms and Conditions May Apply
The Social Network
Antitrust
Paranoia

Notes

  • Clicking on the books will take you to their Amazon.com pages
  • This is version 3.0 of the library, last updated on Sep 27, 2015. It links to 101 books
  • This library is dust free, organic, freshly squeezed, not-from-concentrate, no pulp, no added sugar, and was manufactured at a keyboard that may contain trace amounts of French crepes

Data Science

Intro with Python

To learn the basics, start here

Main seminar section

Each book covers multiple tools and aspects of typical data science projects

iPython

pandas

numpy/scipy

matplotlib

scikit-learn

Machine Learning

Text Processing and NLP

Web and Social Web

Math and Engineering

Imaging and Computer Vision

Geospatial Information Systems

Biology

Physics

Astronomy

Finance

Cryptography and Security

General Python books and related libraries

Books that are so new, they're not even released yet