Open Source Data Science Masters Curriculum

A good collection of open source resources for Data Science Masters Curriculum, covering Math, Algorithms, Databases, Data Mining, Machine Learning, Natural Language Processing, Data Analysis and Visualization, and Python.



Here is a great list of useful, open-source resources for a self-study towards Data Science MS, assembled by Data Scientist Clare Corthell,
@clarecorthell.

See also

Intro to Data Science

UW / Coursera. Topics: Python NLP on Twitter API, Distributed Computing Paradigm, MapReduce/Hadoop & Pig Script, SQL/NoSQL, Relational Algebra, Experiment design, Statistics, Graphs, Amazon EC2, Visualization.

Math

Computing

For a final project, do a competition - plenty to choose on

For a full list and additional resources, see

datasciencemasters.org/