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
Cover of Deep Learning

Deep Learning

Ian Goodfellow

121 in 90d
28.8

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2
Cover of Designing Machine Learning Systems

Designing Machine Learning Systems

Chip Huyen

1514 in 90d
24.7

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3
Cover of Artificial Intelligence: A Guide for Thinking Humans

Artificial Intelligence: A Guide for Thinking Humans

Melanie Mitchell

91 in 90d
21.3

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4
Cover of The Singularity Is Near

The Singularity Is Near

Ray Kurzweil

50 in 90d
12.5

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5
Cover of Grokking Deep Learning

Grokking Deep Learning

Andrew Trask

50 in 90d
12.5

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6
Cover of Build a Large Language Model (from Scratch)

Build a Large Language Model (from Scratch)

Sebastian Raschka

51 in 90d
11.3

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7
Cover of Weapons of Math Destruction

Weapons of Math Destruction

Cathy O'Neil

40 in 90d
10

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8
Cover of Superintelligence

Superintelligence

Nick Bostrom

40 in 90d
10

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9
Cover of Artificial Intelligence: A Modern Approach

Artificial Intelligence: A Modern Approach

Stuart Russell, Peter Norvig

31 in 90d
6.3

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10
Cover of Pattern Recognition and Machine Learning

Pattern Recognition and Machine Learning

Christopher M. Bishop

21 in 90d
5.8

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11
Cover of Make Your Own Neural Network

Make Your Own Neural Network

Tariq Rashid

30 in 90d
5.5

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12
Cover of Reinforcement Learning: An Introduction

Reinforcement Learning: An Introduction

Richard S. Sutton, Andrew G. Barto

20 in 90d
5

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13
Cover of Our Final Invention

Our Final Invention

James Barrat

20 in 90d
5

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14
Cover of Deep Thinking

Deep Thinking

Garry Kasparov

20 in 90d
5

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15
Cover of The Elements of Statistical Learning

The Elements of Statistical Learning

Trevor Hastie, Robert Tibshirani, Jerome Friedman

20 in 90d
5

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16
Cover of Automating Inequality

Automating Inequality

Virginia Eubanks

20 in 90d
5

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17
Cover of The Master Algorithm

The Master Algorithm

Pedro Domingos

20 in 90d
5

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18
Cover of Hands-On Large Language Models

Hands-On Large Language Models

Jay Alammar, Maarten Grootendorst

21 in 90d
3.8

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19
Cover of A Human's Guide to Machine Intelligence

A Human's Guide to Machine Intelligence

Kartik Hosanagar

20 in 90d
3

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20
Cover of Prediction Machines

Prediction Machines

Ajay Agrawal, Joshua Gans, Avi Goldfarb

20 in 90d
3

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