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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