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
- Model Selection
- Neural Networks
- Support Vector Machines
- Random Forests
- Unsupervised Learning
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.
great sharing, thank you 🙂
You are welcome.
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.