15 Best Machine Learning Books
We analyzed 5+ expert sources, curated book lists, and recommendations from successful people to find the 15 best machine learning books according to the internet — not just one person's opinion. Each book on this list was mentioned by at least two independent sources, and the ranking is based on how frequently each title appears across all sources studied. This consensus-based approach ensures you get recommendations backed by multiple experts, not a single reviewer's bias.
Goal: Find the best Machine Learning books according to the internet (not just one person's opinion).
Method:
- Search for "best machine learning books" and study the top 5+ pages.
- Add only the books mentioned 2+ times.
- Rank the results neatly here.
15 Best Machine Learning Books
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Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
Concepts, Tools, and Techniques to Build Intelligent Systems
The Hundred-Page Machine Learning Book
The Elements of Statistical Learning
Data Mining, Inference, and Prediction
Also recommended by
1 person
Nassim Taleb recommended this bookNassim Taleb
"Very comprehensive, sufficiently technical to get most of the plumbing behind machine learning." - Nassim Taleb
Nassim Taleb's recommendation of this book
Machine Learning
Pattern Recognition and Machine Learning
Deep Learning
Also recommended by
4 people
Elon Musk recommended this bookElon Musk
"Written by three experts in the field, [this book] is the only comprehensive book on the subject." - Elon Musk
Elon Musk's recommendation of this book 
Satya Nadella recommended this bookSatya Nadella
"The book made such a significant impact on Satya Nadella that he hired co-author Yoshua Bengio." - ThingsCyber.com
Satya Nadella's recommendation of this book 
Vinod Khosla recommended this bookVinod Khosla
"For a slightly more technical read [on AI]." - Vinod Khosla
Vinod Khosla's recommendation of this book - Nassim Taleb recommended this book
Nassim Taleb
"Very clear exposition, does the math without getting lost in the details." - Nassim Taleb
Nassim Taleb's recommendation of this book
Introduction to Machine Learning with Python
A Guide for Data Scientists
Applied Predictive Modeling
Artificial Intelligence
A Modern Approach
Data Mining
Practical Machine Learning Tools and Techniques
Machine Learning for Absolute Beginners
Python for Data Science, Book 3
Machine Learning for Hackers
Case Studies and Algorithms to Get You Started
Natural Language Processing with Python
Analyzing Text with the Natural Language Toolkit
Python Machine Learning
Machine Learning and Deep Learning with Python, Scikit-Learn, and TensorFlow 2
Speech and Language Processing
Sources
- 1
8 Best Books in Machine Learning to Read in 2021
linkedin.com
- 2
10 Best ML Textbooks that All Data Scientists Should Read | iMerit
imerit.net
- 3
10 Best Machine Learning Textbooks that All Data Scientists Should Read - KDnuggets
kdnuggets.com
- 4
Best Machine Learning Books — Free and Paid — Editorial Recommendations for 2022 | Towards AI
pub.towardsai.net
- 5
20 Best Machine Learning Books for Beginner & Experts in 2022
hackr.io
Edited by
Software engineer whose passion for tracking book recommendations from podcasts inspired the creation of MRB.
Lead investor at 3one4 Capital whose startup expertise and love for books helped shaped MRB and its growth.
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