Deep Dive Machine Learning Books
Intent 21 books
21 Machine Learning books for going deep into internals and theory. For those who want to truly understand — including Deep Learning and Designing Machine Learning Systems.
Rankings
1—
Deep Learning
Ian Goodfellow
121 in 90d
machine-learningai-ml
28.8
View →
2—
Designing Machine Learning Systems
Chip Huyen
1514 in 90d
machine-learningsystem-designai-ml
24.7
View →
3—
Artificial Intelligence: A Guide for Thinking Humans
Melanie Mitchell
91 in 90d
machine-learningai-ml
21.3
View →
4—
The Singularity Is Near
Ray Kurzweil
50 in 90d
machine-learningai-ml
12.5
View →
5—
Grokking Deep Learning
Andrew Trask
50 in 90d
machine-learningai-ml
12.5
View →
6—
Build a Large Language Model (from Scratch)
Sebastian Raschka
51 in 90d
llmmachine-learningai-ml
11.3
View →
7—
Weapons of Math Destruction
Cathy O'Neil
40 in 90d
data-sciencemachine-learningdata
10
View →
8—
Superintelligence
Nick Bostrom
40 in 90d
machine-learningai-ml
10
View →
9—
Artificial Intelligence: A Modern Approach
Stuart Russell, Peter Norvig
31 in 90d
machine-learningai-ml
6.3
View →
10—
Pattern Recognition and Machine Learning
Christopher M. Bishop
21 in 90d
machine-learningdata-scienceai-ml
5.8
View →
11—
Make Your Own Neural Network
Tariq Rashid
30 in 90d
machine-learningai-ml
5.5
View →
12—
Reinforcement Learning: An Introduction
Richard S. Sutton, Andrew G. Barto
20 in 90d
machine-learningai-ml
5
View →
13—
Our Final Invention
James Barrat
20 in 90d
machine-learningai-ml
5
View →
14—
Deep Thinking
Garry Kasparov
20 in 90d
machine-learningcode-qualityai-ml
5
View →
15—
The Elements of Statistical Learning
Trevor Hastie, Robert Tibshirani, Jerome Friedman
20 in 90d
machine-learningdata-scienceai-ml
5
View →
16—
Automating Inequality
Virginia Eubanks
20 in 90d
data-sciencemachine-learningdata
5
View →
17—
The Master Algorithm
Pedro Domingos
20 in 90d
machine-learningai-mldata
5
View →
18—
Hands-On Large Language Models
Jay Alammar, Maarten Grootendorst
21 in 90d
llmmachine-learningai-ml
3.8
View →
19—
A Human's Guide to Machine Intelligence
Kartik Hosanagar
20 in 90d
machine-learningai-ml
3
View →
20—
Prediction Machines
Ajay Agrawal, Joshua Gans, Avi Goldfarb
20 in 90d
machine-learningdata-scienceai-ml
3
View →