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.

3 thoughts on “Elements of Statistical Learning Textbook (Free)”

  1. 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.

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