New and Notable Python Textbooks of 2023

Are you looking to hone your Python programming skills and search for the best Python books, or are you just beginning your Python journey and need a guide for beginners? You are not alone, as many developers are proficient in Python, and being able to stand out from the crowd requires expert-level proficiency. Gaining a strong foundation in Python is essential for mastering the craft, and reading Python books is an excellent way to do so. To help you get started with Python and make progress as a developer, here is a list of the top Python books.

Recommended Reading for Python Novices

As the software sector continues to advance, the need for programmers will remain essential. This is evidenced by the steady rise in developer populations in recent years; a recent poll indicates that there will be an estimated 28.7 million developers worldwide by 2024, a significant increase from the 24.5 million figure recorded in 2020. This trend is expected to lead to increased competition in the market as more people become qualified to meet the demand for programming services.

Here are some of the top books on Python to help you learn the language from scratch and eventually become a skilled programmer.

Updated and Expanded Second Edition of the Python Crash Course

The Python Crash Course, Second Edition, has established itself as an invaluable introductory resource to the Python programming language. With over one million copies sold worldwide, the book has become an international phenomenon. The success of this publication can be attributed to its timely and comprehensive coverage of the fundamentals of Python. The book is divided into two sections, the first of which covers an introduction to the language and its concepts. It offers a hands-on, practical approach to learning, allowing readers to implement what they are learning as they progress. The second half of the book contains three practical projects that can be completed using the newly acquired knowledge. These projects include:

The lack of a programming background requirement makes this book particularly appealing, as it has been a favourite among experienced programmers for its range of advanced learning activities. Its most advantageous feature is the provision of three projects that readers can work on while reading the book and later refer to in their portfolios.

Python: Second Edition: How to Program the Dull Stuff

This book has been highly recommended by 94% of Google users and has earned a 4.3-star rating on Goodreads, making it a bestseller. It is designed for beginners to learn how to utilise Python to automate tedious tasks, such as automating mouse clicks, scraping data from the web, and utilising Google Apps like Sheets and Mail. In addition, this book will teach readers how to update and rename files and directories with ease, as well as a variety of other useful skills. This book is a great resource to help you save time and learn how to automate tedious processes.

This Is the Fifth Edition of Learning Python.

Mark Lutz’s newly released book, Learn Python, is a comprehensive guide to the Python programming language. Drawing upon his extensive teaching experience, the book provides readers with clear and accessible writing, helping them develop high-quality Python code. To further facilitate learning, the book includes interactive learning materials such as quizzes, visuals, and activities, allowing users to practice and reinforce their knowledge at their own pace. It also covers more advanced concepts of Python programming, such as the built-in data types of lists, integers, and dictionaries, as well as ways to make the most of functions to reduce repetition and package code for reuse. As a bonus, the book also provides insight into Python’s development tools and exception-handling paradigm, enabling users to create complex programs. Praised by both novices and experienced programmers alike, Learn Python is sure to become a valuable resource for anyone looking to master this popular language.

Python: A Mind-Friendly Introduction

Head First Python is widely praised as one of the best visual guides to the Python programming language. Despite its shorter length than some other books, it offers an abundance of practical information and is filled with visual examples that help to simplify the more complex concepts such as object-oriented programming. Covering everything from the basics of the Python language to more advanced topics, this resource is both informative and entertaining. What I find particularly useful is the project included at the end of the book, which walks you through the process of creating a web app with the help of Flask. All in all, Head First Python is an excellent choice for anyone just starting out with Python, as it offers both engaging activities and a comprehensive explanation of the language.

Books written at a professional level that use Python

These are the best Python books currently available, and they are required reading for Python experts.

Third Edition Python Cookbook

If you are looking to develop your Python programming skills to an advanced level, the Python Cookbook, Third Edition is an invaluable resource. With its clear explanations of complex concepts and its step-by-step instructions on how to program like a professional, this book is an ideal choice for those who have a basic understanding of Python. It covers a wide range of topics with the aim of assisting readers in writing code that is both structured and aesthetically pleasing, including:

  • Computer science’s focus on data architecture and algorithm design
  • Storage and Input/Output
  • Computational frameworks for networks and the World Wide Web
  • Producing and repeating

In general, it’s a narrow book that leans heavily on hands-on experience to teach you Python.

Learn Python the Easy Way with This Concise Guide to the Language

For those looking to improve their knowledge of the Python programming language, the book Fluent Python: Profound Programming Techniques is an excellent option. It has become one of the best-selling Python books, making it a great choice for experienced programmers from other languages who want to learn more about Python, as well as newcomers who are looking to deepen their understanding of the language. The book covers a range of topics, including data structures, models, metaprogramming, generators and concurrency. Furthermore, it offers insight into why good code is so important, taking readers from the basics they have already studied to the next level.

The Finest Machine Learning Texts in Python

Python for Data Scientists: A Tutorial on Machine Learning

This book is an invaluable resource for experienced programmers looking to gain a comprehensive understanding of the fundamentals of machine learning in Python. It stands apart from other Python books on the market due to its focus on teaching readers how to write clean and effective code for machine learning. It provides a robust foundation for the principles of machine learning, as well as the science behind becoming an experienced Scikit-Learn user. The main aim of this book is to educate readers in the art of constructing unsupervised machine learning components. In addition, it also covers Scikit-Learn, a popular and widely-used machine learning library. Its emphasis on practical application makes it the ideal choice for those wishing to develop their machine learning skills. Not only does this book show how to create Scikit-Learn code, but it also explains why that code is written in that particular way.

Python Cookbook on Machine Learning

This book, Machine Learning with Python Cookbook, is an invaluable resource for addressing the issues associated with Machine Learning and Artificial Intelligence. It offers more than 200 solutions to common problems encountered while performing everyday tasks. The book features ML recipes with codes that can be modified, added, or combined to construct an application and is designed for readers with a basic knowledge of Python. Every recipe also comes with a clear explanation of the solution. Rather than merely exploring theoretical topics, it provides the necessary components for constructing a Machine Learning application. Recipes for handling matrices, vectors, arrays, categorical, and numerical data, visualising temporal data, and more, are also available. Additionally, the book covers model selection, evaluation, and dimensionality reduction.

Top Children’s Python Reads

Python: A Jolly Intro to Computer Science for Children

Are you looking for a way to introduce your child to Python in a fun and engaging way? Python for Kids is the perfect solution! It offers a narrative and illustrations that are designed to capture the attention of young readers, as well as being written in easy-to-understand language. Plus, the topics included are sure to excite them, such as monsters and secret agents. Python’s fundamentals are the primary focus, including its conditional flow, data structures, functions and the skill of designing patterns, forms, and UIs. This book also encourages youngsters to explore their interests, such as game design, so that they can make their own interactive and entertaining software.

Python classics that you must read

The following is a short excerpt from one of the greatest Python books available for public reading.

The Painful Way to Master Python

With an abundance of remarkable works to pick from, it is difficult to choose a favourite. However, Learn Python the Hard Way stands out as an ideal resource for students of all levels of Python proficiency. This comprehensive guide offers a total of 52 meticulously crafted exercises that can help to practice typing code without copying and pasting, as well as teaching how to troubleshoot errors. It is perfect for those who are new to coding, as well as for more experienced students who wish to gain a deeper understanding of the subject. Furthermore, the book is accompanied by five hours of quality video instruction from the author, breaking down and demonstrating how to create complex code from the ground up.


It is essential to have an understanding of one’s programming proficiency in order to choose an appropriate book. While there is no such thing as a bad book, it is important to have a clear understanding of the material that will be covered before committing to a particular programming book. Therefore, for both beginners and experienced professionals, these books can be a great starting point for furthering one’s education.

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