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Link to Content:
Learn Data Science

Created/Published/Taught by:
Nitin Borwankar
Pivotal Inc.
Alpine Data Labs

Content Found Via:
KDnuggets

Free? Yes

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From GitHub:

  • “A collection of Data Science Learning materials in the form of iPython Notebooks.
  • Associated data sets.

The initial beta release consists of four major topics

  • Linear Regression
  • Logistic Regression
  • Random Forests
  • K-Means Clustering

Each of the above has at least three iPython Notebooks covering

  • Overview (an exposition of the technique for the math-wary)
  • Data Exploration (the nuts and bolts of real world data wrangling)
  • Analysis (using the technique to get results)

One or more of these might have supplementary material. Each of these have worksheets that contain mostly the code section so you can iteratively explore the code.”

 

Recommended Prerequisites: requires either the EDP Free Enthought Python Distribution or Anaconda Python

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