Ryan Swanstrom

Elements of Statistical Learning Textbook (Free)

The Elements of Statistical Learning textbook is available for free. It is a classic, widely-used textbooks for statistics and machine learning. Here is a far from complete list of some of the topics:

  • Supervised Learning
  • Linear/Logistic Regression
  • Regularization
  • Model Selection
  • Trees
  • Neural Networks
  • Support Vector Machines
  • Random Forests
  • Unsupervised Learning
  • Clustering

As you can see, the book is quite extensive.


Note: This book has been available for a quite a while, but I realized I have not added a link to it on my blog.

Posted

in

,

by

Ryan Swanstrom

Tags:

, , , ,

Comments

3 responses to “Elements of Statistical Learning Textbook (Free)”

  1. Scott (@ScottOrz) Avatar
    Scott (@ScottOrz)

    great sharing, thank you 🙂

    Reply
    1. Ryan Swanstrom Avatar
      Ryan Swanstrom

      You are welcome.

      Reply
  2. Korea Guide Avatar
    Korea Guide

    I believe this is one of the best Sundays I have spend after long, catching up on all your posts that I have missed and getting insights on Data Analysis. Thanks for sharing wonderful resources. You are a gem.

    I recently completed the DataScience introductory course from Syracuse University and it was good. I was looking for more such book on R and Data Analysis case studies. So yes your blog has been really helpful in that regard.

    Reply

Leave a Reply