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Download the best probability and statistics textbook for a data scientist(PDF), 2021

Download the best probability and statistics textbook for a data scientist(PDF), 2021

Download the best probability and statistics textbook for a data scientist, 2021

What is the best probability and statistics textbook for a data scientist?

In addition to the always relevant Elements of Statistical Learning by Hastie, Tibshirani and Friedman, I'd also suggest the following resources that can supplement a deeper understanding of the probability that underlies machine learning.

I've included links to them as they are all are freely available and accessible online!:

Review of Probability Theory Relevant to ML

Andrew Ng's Stanford ML course lecture notes on probability - Page on Stanford

Tom Mitchell's CMU ML course lecture notes on probability (and more!) - Machine Learning

Get the textbooks

A Brief Introduction to Machine Learning by Alex Smola and S. V. N. Vishwanathan Click Here to download th PDF of the textbook

Bayesian Reasoning and Machine Learning by David Barber - Click Here to Download 

Not Free Textbooks

Machine Learning: A Probabilistic Perspective by Kevin Murphy - Machine Learning: A Probabilistic Perspective

A thorough review and compare/contrast of many of the Machine Learning Textbooks on the market is also available here on Amazon: Amazon.com: Sebastien Bratieres' review of Machine Learning: A Probabilistic Perspect...

Hope these help you develop the deeper understanding of probability that you're looking for.

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