ML/DL/AI Reading List (28 books)

Listopia > ML/DL/AI Reading List

A shortlist of ML, DL or general AI books I consider worthy to buy

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1	Designing Data-Intensive Applications by Martin Kleppmann (Goodreads Author) 4.69 avg rating — 10,828 ratings score: 100, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
2	Machine Learning Engineering by Andriy Burkov (Goodreads Author) 4.33 avg rating — 152 ratings score: 99, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
3	Hands-On Machine Learning with Scikit-Learn and TensorFlow by Aurélien Géron 4.55 avg rating — 2,829 ratings score: 98, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
4	AI Engineering: Building Applications with Foundation Models by Chip Huyen (Goodreads Author) 4.40 avg rating — 1,054 ratings score: 97, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
5	Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps by Valliappa Lakshmanan (Goodreads Author) 4.16 avg rating — 290 ratings score: 96, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
6	Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications by Chip Huyen (Goodreads Author) 4.44 avg rating — 1,101 ratings score: 95, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
7	Pattern Recognition and Machine Learning by Christopher M. Bishop 4.32 avg rating — 1,912 ratings score: 94, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
8	Fundamentals of Data Engineering: Plan and Build Robust Data Systems by Joe Reis 4.16 avg rating — 963 ratings score: 93, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
9	Hands-On Large Language Models: Language Understanding and Generation by Jay Alammar 4.29 avg rating — 254 ratings score: 92, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
10	Clean Code: A Handbook of Agile Software Craftsmanship by Robert C. Martin 4.35 avg rating — 23,583 ratings score: 91, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
11	Machine Learning Engineering with Python: Manage the lifecycle of machine learning models using MLOps with practical examples by Andrew McMahon 4.07 avg rating — 14 ratings score: 90, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
12	System Design Interview – An insider's guide by Alex Xu 4.26 avg rating — 3,448 ratings score: 89, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
13	Machine Learning System Design Interview by Ali Aminian (Goodreads Author) 4.24 avg rating — 123 ratings score: 88, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
14	Deep Learning for Coders with Fastai and Pytorch: AI Applications Without a PhD by Jeremy Howard 4.41 avg rating — 273 ratings score: 87, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
15	AI and Machine Learning for Coders: A Programmer's Guide to Artificial Intelligence by Laurence Moroney 4.09 avg rating — 108 ratings score: 86, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
16	Building Machine Learning Powered Applications: Going from Idea to Product by Emmanuel Ameisen 4.21 avg rating — 150 ratings score: 85, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
17	Natural Language Processing with Python: Analyzing Text with the Natural Language Toolkit by Steven Bird (Goodreads Author) 4.10 avg rating — 569 ratings score: 84, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
18	Essential Math for Data Science: Take Control of Your Data with Fundamental Calculus, Linear Algebra, Probability, and Statistics by Hadrien Jean 4.09 avg rating — 74 ratings score: 83, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
19	Essential Math for Data Science: Take Control of Your Data with Fundamental Linear Algebra, Probability, and Statistics by Thomas Nield 4.09 avg rating — 95 ratings score: 82, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
20	Practical MLOps: Operationalizing Machine Learning Models by Noah Gift (Goodreads Author) 3.25 avg rating — 57 ratings score: 81, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
21	The Hundred-Page Machine Learning Book by Andriy Burkov (Goodreads Author) 4.25 avg rating — 1,465 ratings score: 80, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
22	Python for Data Analysis by Wes McKinney 4.17 avg rating — 2,463 ratings score: 79, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
23	Storytelling with Data: A Data Visualization Guide for Business Professionals by Cole Nussbaumer Knaflic (Goodreads Author) 4.38 avg rating — 8,355 ratings score: 78, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
24	Fluent Python: Clear, Concise, and Effective Programming by Luciano Ramalho (Goodreads Author) 4.62 avg rating — 1,812 ratings score: 77, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
25	Python Data Science Handbook: Essential Tools for Working with Data by Jake VanderPlas 4.30 avg rating — 677 ratings score: 76, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
26	Data Smart: Using Data Science to Transform Information into Insight by John W. Foreman 4.12 avg rating — 1,020 ratings score: 75, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
27	Deep Learning with Python by François Chollet 4.57 avg rating — 1,426 ratings score: 74, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars
28	An Introduction to Statistical Learning: with Applications in Python by Gareth James 4.64 avg rating — 106 ratings score: 73, and 1 person voted	Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars