davidcomfort/pythondatascience

IPython Notebooks for using Python for Data Science

Resources for using Python for Data Science

This list contains resources for data science using Python

###How To Contribute

• Fork
• Edit, and add your recommendations (for beginner, intermediate, or veteran)
• Send a Pull Request

###Index

• Python Programming
• [Algorithms] (#algorithms)
• [Computer Vision] (#computer-vision)
• [Data Analysis using Python] (#python-data-analysis)
• [Data Visualization] (#data-visualization)
• [Finance] (#finance)
• [IPython] (#ipython)
• [Machine Learning] (#machine-learning)
• [Natural Language Processing] (#natural-language)
• [NumPy] (#numpy)
• [Online Courses] (#online-courses)
• [Pandas] (#pandas)
• [SciPy] (#statistics)

###Python Programming Rather than presenting an exhaustive list of books and resources for learning Python, I tried to pick out books and resources which have been highly-rated and I found accessible.

• [Python Programming: An Introduction to Computer Science, 2nd Ed.] (http://www.amazon.com/Python-Programming-Introduction-Computer-Science/dp/1590282418/ref=sr_1_5?ie=UTF8&qid=1435772506&sr=8-5&keywords=python) - John Zelle - Beginner
• [Introducing Python: Modern Computing in Simple Packages] (http://www.amazon.com/Introducing-Python-Modern-Computing-Packages-ebook/dp/B00PHTRLO2/ref=tmm_kin_title_0?_encoding=UTF8&sr=8-1&qid=1435772835) - Bill Lubanovic - Intermediate
• [Core Python Applications Programming (3rd Edition)] (http://www.amazon.com/Core-Python-Applications-Programming-3rd-ebook/dp/B007GQB3DO/ref=tmm_kin_title_0?_encoding=UTF8&sr=8-1&qid=1435773041) - Wesley Chun - Intermediate
• [Fluent Python: Clear, Concise, and Effective Programming] (http://shop.oreilly.com/product/0636920032519.do) – Early Release - Luciano Ramalho - Advanced
• [Automate the Boring Stuff with Python: Practical Programming for Total Beginners] (http://www.amazon.com/Automate-Boring-Stuff-Python-Programming-ebook/dp/B00WJ049VU/ref=tmm_kin_title_0?_encoding=UTF8&sr=8-1&qid=1435772933) - Albert Sweigart- Beginner
• [Effective Python: 59 Specific Ways to Write Better Python] (http://www.amazon.com/Effective-Python-Specific-Software-Development-ebook/dp/B00TKGY0GU/ref=tmm_kin_title_0?_encoding=UTF8&sr=8-1&qid=1435772898) - Brett Slatkin - Advanced

###Algorithms

###Computer Vision

###Data Analysis using Python

###Data Visualization

###Finance

###IPython

###Machine Learning

###Natural Language Processing

###NumPy

###Online Courses

###Pandas

###SciPy