Best Python Programming Books of 2025

Wilson Cook
Last Updated: Apr 28, 2023

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Python programming books are a great resource for those looking to learn or improve their skills in this popular language. With a variety of titles available, readers can choose from beginner-level books that cover the basics of Python syntax and data types, to more advanced books that explore topics like machine learning and web development. Some popular titles in this field include "Python Crash Course" by Eric Matthes, "Automate the Boring Stuff with Python" by Al Sweigart, and "Python for Data Analysis" by Wes McKinney. These books offer clear explanations, practical examples, and exercises to help readers master Python programming.

At a Glance: Our Top Picks

#TOP 1
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
ftb score rating icon9.8
#TOP 2
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
ftb score rating icon9.7
#TOP 3
Automate the Boring Stuff with Python, 2nd Edition: Practical Programming for Total Beginners
ftb score rating icon9.5

Top 10 Python Programming Books

Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming

Matthes, Eric
Jan 10, 2023
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
ftb score rating icon9.8
FTB Score

Python Crash Course, 3rd Edition is a comprehensive guide to learning Python programming language. This book is perfect for beginners who want to learn the basics of programming and quickly develop practical applications. The book covers a range of topics, including variables, loops, classes, and data visualization, and provides exercises to reinforce learning. The third edition is updated with the latest features of Python, making it an excellent resource for anyone looking to improve their skills. Overall, this book is an excellent investment of time for anyone interested in programming.

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Géron, Aurélien
Nov 8, 2022
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
ftb score rating icon9.7
FTB Score

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow is a must-read for anyone interested in machine learning. This book provides a comprehensive overview of the concepts and techniques required to build intelligent systems. The author, Aurelien Geron, uses Python frameworks such as scikit-learn, Keras, and TensorFlow to explain everything from simple linear regression to deep neural networks. The book includes numerous code examples and exercises that help readers apply what they've learned. The updated third edition covers new topics such as generative adversarial networks and deep reinforcement learning. Overall, this book is an excellent resource for anyone looking to learn machine learning from scratch or deepen their knowledge in the field.

Automate the Boring Stuff with Python, 2nd Edition: Practical Programming for Total Beginners

Sweigart, Al
No Starch Press
Nov 12, 2019
Automate the Boring Stuff with Python, 2nd Edition: Practical Programming for Total Beginners
ftb score rating icon9.5
FTB Score

The second edition of "Automate the Boring Stuff with Python" is an excellent resource for beginners who want to learn how to code while automating everyday tasks. The book covers all the basics of Python 3, including its rich library of modules, and provides detailed, step-by-step instructions for each program. The new chapter on input validation, Gmail and Google Sheets automations, and tips for updating CSV files make this book even more valuable. The updated practice projects at the end of each chapter challenge readers to improve their programming skills. Overall, this book is a great guide for those who want to improve their efficiency and automate tedious tasks.

#TOP 4

Python Programming Language

Jayne, Berajah
QuickStudy Reference Guides
May 1, 2019
Python Programming Language
ftb score rating icon9.3
FTB Score

This 6-page laminated guide is an expertly written reference tool for developers of all levels who want to learn the fundamentals of Python programming. It covers key concepts of Python logic, syntax, and operation, including creating classes, importing libraries, and formatting output strings. The guide is concise and easy to use, making it a valuable addition to any programmer's toolbox. The book is an unbeatable value, and a must-have for anyone who wants to master Python programming quickly.

Python Programming and SQL: 5 books in 1 - The #1 Coding Course from Beginner to Advanced. Learn it Well & Fast (2023)

Reed, Mark
Independently published
Jan 10, 2023
Python Programming and SQL: 5 books in 1 - The #1 Coding Course from Beginner to Advanced. Learn it Well & Fast (2023)
ftb score rating icon9.1
FTB Score

The Python Programming and SQL: 5 books in 1 is an all-in-one guide for beginners and advanced learners who want to master Python and SQL programming languages. The guide offers step-by-step instructions and practical experience, making it easy for readers to start coding in no time. It covers essential tools, strategies, and real-world applications with easy-to-understand examples and exercises. The book is an excellent resource for anyone looking to learn coding, from basic to advanced levels, and it provides excellent value for money as five books are bundled into one unique guide.

Python for Data Analysis: Data Wrangling with pandas, NumPy, and Jupyter

McKinney, Wes
Sep 20, 2022
Python for Data Analysis: Data Wrangling with pandas, NumPy, and Jupyter
ftb score rating icon8.9
FTB Score

The third edition of "Python for Data Analysis: Data Wrangling with pandas, NumPy, and Jupyter" by Wes McKinney is an essential guide for anyone looking to manipulate, process, clean, and crunch datasets in Python. With practical case studies and the latest versions of pandas, NumPy, and Jupyter, this book is perfect for those new to Python and data science. The author, the creator of the Python pandas project, provides readers with thorough, detailed examples to solve real-world data analysis problems. Overall, this book is a must-have for anyone looking to improve their data analysis skills in Python.

Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python

Bruce, Peter
Bruce, Andrew
Gedeck, Peter
O'Reilly Media
Jun 16, 2020
Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python
ftb score rating icon8.8
FTB Score

The second edition of "Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python" is a comprehensive guide that provides practical guidance on applying statistical methods to data science. The book covers key statistical techniques, including exploratory data analysis, regression, and classification, and teaches readers how to avoid common statistical mistakes. The authors, Peter Bruce and Andrew Bruce, have extensive experience in statistics and data science, and the book is written in an accessible, readable format. This book is a must-read for data scientists who want to improve their statistical knowledge and apply it to real-world problems.

Python Programming for Beginners: The Complete Guide to Mastering Python in 7 Days with Hands-On Exercises - Top Secret Coding Tips to Get an Unfair Advantage and Land Your Dream Job!

Robbins, Philip
Independently published
Feb 4, 2023
Python Programming for Beginners: The Complete Guide to Mastering Python in 7 Days with Hands-On Exercises – Top Secret Coding Tips to Get an Unfair Advantage and Land Your Dream Job!
ftb score rating icon8.7
FTB Score

Python Programming for Beginners: The Complete Guide to Mastering Python in 7 Days with Hands-On Exercises by ICEWIL is an excellent resource for anyone looking to learn Python. The book is designed with the beginner in mind, offering an innovative approach based on three well-defined principles: synthesis, simplicity, and practicality. The author covers topics such as Python's history, installation, object-oriented programming, and the best Python programming techniques to maximize script efficiency. The book's outputs of all examples are provided immediately, making it easy to test them on your computer. Overall, this book is a must-read for anyone who wants to learn Python quickly and easily.

Fluent Python: Clear, Concise, and Effective Programming

Ramalho, Luciano
O'Reilly Media
May 10, 2022
Fluent Python: Clear, Concise, and Effective Programming
ftb score rating icon8.5
FTB Score

The updated edition of "Fluent Python: Clear, Concise, and Effective Programming" is a hands-on guide that teaches readers how to write effective, modern Python 3 code by leveraging its best ideas. The book covers Python's core language features and libraries, including data structures, functions, object-oriented idioms, control flow, and metaprogramming. Author Luciano Ramalho guides readers through these topics and teaches them how to make their code shorter, faster, and more readable. This book is a must-read for Python developers who want to take their skills to the next level.

Machine Learning with PyTorch and Scikit-Learn: Develop machine learning and deep learning models with Python

Raschka, Sebastian
Liu, Yuxi (Hayden)
Mirjalili, Vahid
Dzhulgakov, Dmytro
Packt Publishing
Feb 25, 2022
Machine Learning with PyTorch and Scikit-Learn: Develop machine learning and deep learning models with Python
ftb score rating icon8.3
FTB Score

The book "Machine Learning with PyTorch and Scikit-Learn" is a comprehensive guide to machine and deep learning using PyTorch's simple-to-code framework. It covers all the essential machine learning techniques in depth, including generative adversarial networks (GANs) and reinforcement learning. The book is a perfect companion for Python developers new to machine learning or those who want to deepen their knowledge of the latest developments. The clear explanations, visualizations, and examples make it easy for readers to understand the essential parts of PyTorch and create models using popular libraries. Highly recommended for anyone interested in machine learning and deep learning.

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Frequently Asked Questions (FAQs)

1. Which book is best for Python for beginners?

Best Python Books for Beginners & Advanced Programmers. Python Crash Course – 2nd Edition.Head First Python.Python Cookbook: Recipes for Mastering Python 3.Automate the Boring Stuff with Python.Learn Python 3 the Hard Way.Fluent Python: Clear, Concise, and Effective Programming (1st Edition)

2. Can I learn Python from a book?

While there are many Python courses and tutorials online, learning from a book is still one of the best ways to greatly improve your Python skills. To find books, here are some ideas: Try the local library: They often have programming books that very few people borrow!

3. Can I learn Python in 2 weeks?

If you're interested in learning the fundamentals of Python programming, it could take you as little as two weeks to learn, with routine practice. If you're interested in mastering Python in order to complete complex tasks or projects or spur a career change, then it's going to take much longer.

Editor's Notes

During our python programming book research, we found 1,200+ python programming book products and shortlisted 10 quality products. We collected and analyzed 46,846 customer reviews through our big data system to write the python programming books list. We found that most customers choose python programming books with an average price of $31.72.

Written by

Wilson Cook is a talented writer who has an MFA in creative writing from Williams College and has published more than 50 books acquired by hundreds of thousands of people from various countries by now. He is an inveterate reading lover as he has read a vast amount of books since childhood.