Compare

Which one should you read first?

Most book decisions aren't "is this book good?" They're "do I read this one or that one first?" The 39 pairs below are between books that get recommended together on r/MachineLearning, show up on the same best-of lists, and answer overlapping questions. Each one walks through scope, depth, and audience so you can pick without buying both.

The questions readers ask most often: Co-Intelligence vs The Coming Wave for an accessible AI primer, AI Engineering vs Designing Machine Learning Systems for the production-ML handbook decision, and Build a Large Language Model from Scratch vs Hands-On Large Language Models when you're choosing between building an LLM or applying one.

01
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
VS
Chip Huyen · 2022
Designing Machine Learning Systems
★ 4.6 · 933 RATINGS
READ →
02
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
VS
Paul Iusztin, Maxime Labonne · 2024
LLM Engineer's Handbook
★ 4.5 · 184 RATINGS
READ →
03
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
VS
Louis-François Bouchard, Louie Peters · 2024
Building LLMs for Production
★ 4.8 · 23 RATINGS
READ →
04
Chip Huyen · 2022
Designing Machine Learning Systems
★ 4.6 · 933 RATINGS
VS
Louis-François Bouchard, Louie Peters · 2024
Building LLMs for Production
★ 4.8 · 23 RATINGS
READ →
05
Chip Huyen · 2022
Designing Machine Learning Systems
★ 4.6 · 933 RATINGS
VS
Paul Iusztin, Maxime Labonne · 2024
LLM Engineer's Handbook
★ 4.5 · 184 RATINGS
READ →
06
Paul Iusztin, Maxime Labonne · 2024
LLM Engineer's Handbook
★ 4.5 · 184 RATINGS
VS
Louis-François Bouchard, Louie Peters · 2024
Building LLMs for Production
★ 4.8 · 23 RATINGS
READ →
07
Paul Iusztin, Maxime Labonne · 2024
LLM Engineer's Handbook
★ 4.5 · 184 RATINGS
VS
Jay Alammar, Maarten Grootendorst · 2024
Hands-On Large Language Models
★ 4.5 · 392 RATINGS
READ →
08
Sebastian Raschka · 2024
Build a Large Language Model (From Scratch)
★ 4.5 · 445 RATINGS
VS
Jay Alammar, Maarten Grootendorst · 2024
Hands-On Large Language Models
★ 4.5 · 392 RATINGS
READ →
09
Sebastian Raschka · 2024
Build a Large Language Model (From Scratch)
★ 4.5 · 445 RATINGS
VS
Paul Iusztin, Maxime Labonne · 2024
LLM Engineer's Handbook
★ 4.5 · 184 RATINGS
READ →
10
Sebastian Raschka · 2024
Build a Large Language Model (From Scratch)
★ 4.5 · 445 RATINGS
VS
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
READ →
11
Jay Alammar, Maarten Grootendorst · 2024
Hands-On Large Language Models
★ 4.5 · 392 RATINGS
VS
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
READ →
12
Louis-François Bouchard, Louie Peters · 2024
Building LLMs for Production
★ 4.8 · 23 RATINGS
VS
Jay Alammar, Maarten Grootendorst · 2024
Hands-On Large Language Models
★ 4.5 · 392 RATINGS
READ →
13
John Berryman, Albert Ziegler · 2024
Prompt Engineering for LLMs
★ 4.1 · 60 RATINGS
VS
James Phoenix, Mike Taylor · 2024
Prompt Engineering for Generative AI
★ 4.5 · 132 RATINGS
READ →
14
John Berryman, Albert Ziegler · 2024
Prompt Engineering for LLMs
★ 4.1 · 60 RATINGS
VS
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
READ →
15
John Berryman, Albert Ziegler · 2024
Prompt Engineering for LLMs
★ 4.1 · 60 RATINGS
VS
Jay Alammar, Maarten Grootendorst · 2024
Hands-On Large Language Models
★ 4.5 · 392 RATINGS
READ →
16
James Phoenix, Mike Taylor · 2024
Prompt Engineering for Generative AI
★ 4.5 · 132 RATINGS
VS
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
READ →
17
James Phoenix, Mike Taylor · 2024
Prompt Engineering for Generative AI
★ 4.5 · 132 RATINGS
VS
Jay Alammar, Maarten Grootendorst · 2024
Hands-On Large Language Models
★ 4.5 · 392 RATINGS
READ →
18
Aurélien Géron · 2022
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
★ 4.7 · 372 RATINGS
VS
Andriy Burkov · 2019
The Hundred-Page Machine Learning Book
★ 4.6 · 1.4K RATINGS
READ →
19
Aurélien Géron · 2022
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
★ 4.7 · 372 RATINGS
VS
François Chollet, Matthew Watson · 2025
Deep Learning with Python
★ 4.5 · 25 RATINGS
READ →
20
Aurélien Géron · 2022
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
★ 4.7 · 372 RATINGS
VS
Chip Huyen · 2022
Designing Machine Learning Systems
★ 4.6 · 933 RATINGS
READ →
21
Andriy Burkov · 2019
The Hundred-Page Machine Learning Book
★ 4.6 · 1.4K RATINGS
VS
Chip Huyen · 2022
Designing Machine Learning Systems
★ 4.6 · 933 RATINGS
READ →
22
Andriy Burkov · 2019
The Hundred-Page Machine Learning Book
★ 4.6 · 1.4K RATINGS
VS
François Chollet, Matthew Watson · 2025
Deep Learning with Python
★ 4.5 · 25 RATINGS
READ →
23
Ethan Mollick · 2024
Co-Intelligence
★ 4.5 · 4.0K RATINGS
VS
Mustafa Suleyman, Michael Bhaskar · 2024
The Coming Wave
★ 4.2 · 4.9K RATINGS
READ →
24
Ethan Mollick · 2024
Co-Intelligence
★ 4.5 · 4.0K RATINGS
VS
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
READ →
25
Ethan Mollick · 2024
Co-Intelligence
★ 4.5 · 4.0K RATINGS
VS
Andriy Burkov · 2019
The Hundred-Page Machine Learning Book
★ 4.6 · 1.4K RATINGS
READ →
26
Anjanava Biswas, Wrick Talukdar · 2025
Building Agentic AI Systems
★ 4 · 69 RATINGS
VS
Micheal Lanham · 2025
AI Agents in Action
★ 4.1 · 35 RATINGS
READ →
27
Anjanava Biswas, Wrick Talukdar · 2025
Building Agentic AI Systems
★ 4 · 69 RATINGS
VS
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
READ →
28
Anjanava Biswas, Wrick Talukdar · 2025
Building Agentic AI Systems
★ 4 · 69 RATINGS
VS
Paul Iusztin, Maxime Labonne · 2024
LLM Engineer's Handbook
★ 4.5 · 184 RATINGS
READ →
29
Micheal Lanham · 2025
AI Agents in Action
★ 4.1 · 35 RATINGS
VS
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
READ →
30
Micheal Lanham · 2025
AI Agents in Action
★ 4.1 · 35 RATINGS
VS
Louis-François Bouchard, Louie Peters · 2024
Building LLMs for Production
★ 4.8 · 23 RATINGS
READ →
31
François Chollet, Matthew Watson · 2025
Deep Learning with Python
★ 4.5 · 25 RATINGS
VS
David Foster · 2023
Generative Deep Learning
★ 4.5 · 205 RATINGS
READ →
32
François Chollet, Matthew Watson · 2025
Deep Learning with Python
★ 4.5 · 25 RATINGS
VS
Sebastian Raschka · 2024
Build a Large Language Model (From Scratch)
★ 4.5 · 445 RATINGS
READ →
33
Lewis Tunstall, Leandro von Werra, Thomas Wolf · 2022
Natural Language Processing with Transformers
★ 4.6 · 257 RATINGS
VS
Sebastian Raschka · 2024
Build a Large Language Model (From Scratch)
★ 4.5 · 445 RATINGS
READ →
34
Lewis Tunstall, Leandro von Werra, Thomas Wolf · 2022
Natural Language Processing with Transformers
★ 4.6 · 257 RATINGS
VS
Jay Alammar, Maarten Grootendorst · 2024
Hands-On Large Language Models
★ 4.5 · 392 RATINGS
READ →
35
Lewis Tunstall, Leandro von Werra, Thomas Wolf · 2022
Natural Language Processing with Transformers
★ 4.6 · 257 RATINGS
VS
François Chollet, Matthew Watson · 2025
Deep Learning with Python
★ 4.5 · 25 RATINGS
READ →
36
Mustafa Suleyman, Michael Bhaskar · 2024
The Coming Wave
★ 4.2 · 4.9K RATINGS
VS
Chip Huyen · 2025
AI Engineering
★ 4.4 · 899 RATINGS
READ →
37
Mustafa Suleyman, Michael Bhaskar · 2024
The Coming Wave
★ 4.2 · 4.9K RATINGS
VS
Chip Huyen · 2022
Designing Machine Learning Systems
★ 4.6 · 933 RATINGS
READ →
38
David Foster · 2023
Generative Deep Learning
★ 4.5 · 205 RATINGS
VS
Sebastian Raschka · 2024
Build a Large Language Model (From Scratch)
★ 4.5 · 445 RATINGS
READ →
39
David Foster · 2023
Generative Deep Learning
★ 4.5 · 205 RATINGS
VS
Jay Alammar, Maarten Grootendorst · 2024
Hands-On Large Language Models
★ 4.5 · 392 RATINGS
READ →