20 Best Machine Learning Books for Beginner & Experts in 2021

by Hackr.io
|
20 books
So, it is the best time to pick up and learn machine learning. Of course, machine learning is a complex field but that doesn’t mean that it can’t be learned in an easy way. To help you through, here we are with our pick of the 20 best machine learning books.
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See the source list and commentary at hackr.io

The Hundred-page Machine Learning Book

Andriy Burkov, 2019

Programming Collective Intelligence

Building Smart Web 2.0 Applications
Toby Segaran, 2007

Machine Learning for Hackers

Drew Conway, John White, 2012

Machine Learning

Tom M. Mitchell, 1997

The Elements of Statistical Learning

Data Mining, Inference, and Prediction
Trevor Hastie, Robert Tibshirani, Jerome Friedman, 2013

Learning from Data

A Short Course
Yaser S. Abu-Mostafa, Malik Magdon-Ismail, Hsuan-Tien Lin, 2012

Pattern Recognition and Machine Learning

Christopher M. Bishop, 2006

Natural Language Processing with Python

Steven Bird, Ewan Klein, Edward Loper, 2009

Bayesian Reasoning and Machine Learning

David Barber, 2012

Understanding Machine Learning

From Theory to Algorithms
Shai Shalev-Shwartz, Shai Ben-David, 2014

Machine Learning for Absolute Beginners

A Plain English Introduction (Third Edition)
Oliver Theobald, 2021

Machine Learning For Dummies

John Paul Mueller, Luca Massaron, 2021

Fundamentals of Machine Learning for Predictive Data Analytics

Algorithms, Worked Examples, and Case Studies
John D. Kelleher, Brian Mac Namee, Aoife D'Arcy, 2015

Machine Learning in Action

Peter Harrington, 2012

Data Mining

Practical Machine Learning Tools and Techniques
Ian H. Witten, Eibe Frank, Mark A. Hall, Christopher J. Pal, 2016

Machine Learning with TensorFlow

Nishant Shukla, 2018

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow

Concepts, Tools, and Techniques to Build Intelligent Systems
Aurélien Géron, 2019

Introduction to Machine Learning with Python

A Guide for Data Scientists
Andreas C. Müller, Sarah Guido, 2016

Machine Learning

A Probabilistic Perspective
Kevin P. Murphy, 2012

Python Machine Learning

A Technical Approach to Python Machine Learning for Beginners
Leonard Eddison, 2018