Book cover of Probabilistic Machine Learning: An Introduction

Book description

A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory.

This book offers a detailed and up-to-date introduction to machine learning (including deep learning) through the unifying lens of probabilistic modeling and Bayesian decision theory. The book covers mathematical background…

When you buy books, we may earn a commission that helps keep our lights on (or join the rebellion as a member).

Why read it?

1 author picked Probabilistic Machine Learning as one of their favorite books. Why do they recommend it?

My knees tremble and my heart quakes when I think of how much work must have gone into these two companion volumes. Collectively, they are more than four times the length of my book, covering the whole of machine learning.

It is an essential encyclopedic resource that should be on the desk of anyone serious about machine learning.

If you love Probabilistic Machine Learning...

Book cover of These Blue Mountains

These Blue Mountains by Sarah Loudin Thomas,

A moving story of love, betrayal, and the enduring power of hope in the face of darkness.

German pianist Hedda Schlagel's world collapsed when her fiancé, Fritz, vanished after being sent to an enemy alien camp in the United States during the Great War. Fifteen years later, in 1932, Hedda…

Want books like Probabilistic Machine Learning?

Our community of 12,000+ authors has personally recommended 77 books like Probabilistic Machine Learning.

Browse books like Probabilistic Machine Learning

Book cover of Information Theory, Inference and Learning Algorithms
Book cover of Dive into Deep Learning
Book cover of The Shortcut: Why Intelligent Machines Do Not Think Like Us

Share your top 3 reads of 2025!

And get a beautiful page showing off your 3 favorite reads.

1,366

readers submitted
so far, will you?

📚 If you like Probabilistic Machine Learning, you might also like...

Book cover of Marriage and Fatherhood in the Nazi SS

Marriage and Fatherhood in the Nazi SS by Amy Carney,

When I was writing this book, several of my friends jokingly called it the Nazi baby book, with one insisting it would make a great title. Nazi Babies – admittedly, that is a catchy title, but that’s not exactly what my book is about. SS babies would be slightly more…

Book cover of A Forgivable Indecision

A Forgivable Indecision by Shawn Jennings,

In 1913, a 15-year-old pregnant girl was found dead of apparent suicide. Dr. James Wilson, a new graduate and the first doctor ever to start a practice in this rural town, feels guilty over her death because of his delayed intervention.

He knows Bessie was raped by one of her…

5 book lists we think you will like!