Top 10 Best Python Books [Updated 2021]

With the increase of employment opportunities in software boom, there is a great demand for python developers. One can master the Python Programming skills with thorough reading of concepts and practice logistic way approach to a solution.

Python coding books makes you craft fun and interesting projects with new-innovative ideas. They help you in creating wonderful designs with customized options and also for making simple electronic components to andro-humanoid robots and much more.

What is a Python?

Python is a high-level programming language that is used for making web development, desktop applications, artificial intelligence, OS, prototyping, GUI-apps, image processing, scientific computing using the right tools and library files. Further, it is used to solve complex scientific and numeric applications by facilitating data analysis and visualization.

Why one must read Python programming books?

Python books are introduced into the market with a majority of benefits like supporting library files, user-friendly data structures, open source platform, 3rd party modules, easy learning and high productivity and speed. All of these key features make the user happy by generating the accurate results (error-free output) in less time while crafting his/her dream project.

Here, in this article, we’ve sorted the list of Top 10 Best Python Books 2021 which helps novice to learners, college students, techie, researchers and professionals to master the python programming language.

List of Best Python Programming Books

Best Python BooksAuthorBuy Now
Python Programming - 3rd EditionJohn ZelleCheck On Amazon
Learning with Scikit-and TensorFlowAurélien GéronCheck On Amazon
Python Crash CourseEric MatthesCheck On Amazon
Python for Data Analysis Wes McKinneyCheck On Amazon
Python Cookbook David BeazleyCheck On Amazon
Smarter Way to Learn PythonMark MyersCheck On Amazon
Python for KidsJason R. BriggsCheck On Amazon
Python TricksDan BaderCheck On Amazon
Python Data ScienceJake VanderPlasCheck On Amazon
Python NetworkingEric ChouCheck On Amazon

Top Python Programming Books Reviews

1. Python Programming – An Introduction to Computer Science (3rd Edition)

Python Programming- An Introduction to Computer Science

3rd Edition Python Programming is an updated version that encourages the fresher’s to learn new technologies in a time-test approach. It gives a detailed explanation of Introduction to computer science.

This updated version has brought many changes compared to the Python Programming 2nd– Edition by introducing the discussions regarding its threats or dangers.

With the increase in the computer and internet usage, cyber security has become a major issue. The editor of this book has explained such complex algorithms by illustrating new graphic examples,

This book contains 552 pages that give clear-cut information of python programming in well-written English language and the respective data structures, syntax, code- implementation etc.

Wrapping up, this text book is a wonderful source for introducing the fine art of programming using Python merely for beginners, and programming enthusiasts. And the difficult level is medium which a high school grade students can also understand the concepts easily.

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2. Hands-On Machine Learning with Scikit-Learn and TensorFlow

Hands-On Machine Learning with Scikit-Learn and TensorFlow

Being a fresher or experienced coder, you may face difficulty in solving the complex coding issues. For them, the best possible and affordable solution is to get Hands-on Python Machine Learning Book.

This 1st edition comes with a series of breakthroughs, deep learning concepts to encourage the learners and improve the machine learning skills. You’ll get to know how simple, efficient tool helps to use this technology for implementing programs and capable of learning the data.

It further gives a detailed explanation with concrete examples, theory, and python frameworks – scikit-learn and tensorflow for understanding the concepts, and efficient tools for building intelligent systems.


Scikit-learn is a machine learning library in python by featuring regression, clustering algorithms, vector machines, random forests, and gradient boosting which makes a better way to learn machine learning.


Tensorflow is an open-source programming language to perform complex numerical calculations. Its flexible design and architecture allows you to compute a variety of platforms CPU, GPU’s i.e. from desktops to mobile servers and other cutting-edge models.

This 572-page Python machine earning book contains information that helps to…

  • Explore the Python machine learning language.
  • Scikit-learn method helps to track and understand the projects from an end-to-end basis.
  • Gives a brief idea about vector machines, random forests, decision trees, and assembling methods.
  • Usage of Tensor Flow library function builds and trains the neural net architectures, recurrent, convolutional nets, and deep reinforcement learning.
  • Apply practical coding examples without acquiring excessive machine learning theory or algorithms.

Overall, this book best suits those who have prior knowledge in programming and familiar with python programming concepts, and libraries. You should also be able to understand college-level math concepts like – calculus, linear algebra, probabilities, and statistics.

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3. Python Crash Course – Introduction to Programming (1st  Edition)

Python Crash Course

3rd one in the list is Python Crash Course Book. This wonderful book helps you to write programs with thorough introduction, solving problems and generate the results in less time.

When you read this book, you’ll be able to understand the basic programming concepts like lists, dictionaries, classes, loops, and practice writing and executing the code for each specific topic. Also, you’ll come to know how to make the programs interactive and test the code safely.

This 560-pages python programming crash course book features 3 projects like space invaders, data visualizations with python super-handy libraries, and a simple web application to set up online. Furthermore, it helps you to learn some important aspects like how to…

  • Create and customize the web applications and set up online safely.
  • Deal with coding, installation errors for tackling your dream project.
  • Use python tools and libraries including the matplotlib, NumPy, and Pygal.
  • Work with data-related algorithms for generating interactive visualization.
  • You can make 2D games that respond to keypads, mouse clicks, and develop more difficult levels in a game.

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4. Python for Data Analysis – Data Wrangling with Pandas, NumPy, and IPython (2nd Edition)

Python for Data Analysis

This python for data analysis book is concerned with nuts and bolts for manipulating, processing, cleaning, and crunching data in python. It is very much beneficial for those who want to learn the coding in Python and help to solve complex algorithms in real-time projects.

The major updates in this 2nd edition python for data analysis book include practical case studies, and a brief introduction to stats models and scikit learn.

This wonderful book mainly focuses on coding, libraries and data science tools in Python. You will also be familiar with the concepts like pandas, NumPy, IPython, and Jupyter which you can further implement in real-time projects or applications.

It provides an exceptional solution to the coding errors by analyzing the data/logistics in detail. The language is simple and makes easy to read and understand. This book comes with 544-pages which gives a brief note on the following…

  • Create informative visualizations with matplotlib.
  • Get started with data analysis tools in the panda’s library.
  • Analyze and manipulate regular and irregular time series data.
  • Learn basic and advanced features in NumPy (Numerical Python).
  • Use flexible tools to load, clean, transform, merge, and reshape data.
  • Uses IPython shell and Jupyter notebook for exploratory computing.
  • Apply the pandas group by facility to slice, dice, and summarize datasets.
  • Solve real-time data analysis problems with thorough and detailed examples.

Above all, this python programming book is a great add-on for researchers, pro-coders and also for those who want to learn python from the basics, new to data science and computing.

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5. Python Cookbook (3rd  Edition)

Python Cookbook Third edition

Are you the one who desires to make creative and fun projects? Then Python Cookbook 3rd Edition is a must-have handbook to master the python coding stuff. This book is best known to the world for making robots and other electronic gadgets.

This book is all about the parts of Python language and libraries that will help you to solve a set of complex programming issues.

If you need to write programs in Python 3, or want to update for new version, then this book is well-suited for you. It is packed with practical programs written and tested in Python-3.3 which mainly focus on modern tools and idioms.

The 706-page python cookbook covers the following topics and all of them help in generating the exact output when the given information is error-free…

  • Functions
  • C extensions
  • Concurrency
  • Files and I/O
  • Strings and text
  • Classes and objects
  • Meta-programming
  • Modules and packages
  • Testing, and debugging
  • Numbers, date and time
  • Iterators and generators
  • Data encoding and processing
  • Data structures and algorithms
  • Network and web programming
  • Utility scripting and system administration

On the whole, this python cookbook is a ticket for those who want to expertise the python programming language. It contains subject generators and iteration techniques in all the chapters with a do-while-learning approach.

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6. A Smarter Way to Learn Python

A Smarter Way to Learn Python

This book is best for those who are willing to understand and design the high-level concepts using tools and techniques of Python Programming. It guides you to learn, build robots, gadgets and many software applications using python programming language with human-computer interaction.

This smart way to learn python book comes with 236 pages of information that helps you to learn the basics such how to code and run, python objective and numeric types, strings, indexing and slicing, keyword arguments, functions, meta-classes, unicode processing, etc.

This book is best to use for beginners, engineers and professionals for designing creative projects in the physical world. Moreover, it is accessible to everyone and you just need some technical interest to get involved.

Given below are some of the key-skills that a user gets benefited while reading this python coding book. Have a look!

  • Improve your learning ability.
  • You won’t get bored or sleepy.
  • Really, it is not that much hard to learn.
  • Easy to understanding and implement.
  • Interactive exercises make you stick to the coding part.

Wrapping up, this smart way to learn python book is good and comes at affordable prices. This python learning book should be made mandatory for students or engineers who’re in the field of robotics, computer science or electronics.

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7. Python for Kids – A Playful Introduction To Programming

If you want to make your children create their own projects with innovative ideas, then the Python books offers plenty of opportunities learning from basics to unbelievable real-time projects.

Python for kid book provides step by step procedure that helps them to build and develop core programming skills. It is absolutely useful for kids who show interest in troubleshooting and operating systems and creating fun, exciting projects.

This powerful programming language makes easy to learn because the vocabulary is quite simple and follows do-learn approach in programming. It offers unbelievable projects to keep engaged and teaches the kids how to write a code, compile and execute without any errors.

For easy understanding purpose, the author has given certain programming examples like monsters, secret agents, thieving ravens, and much more. And to grab the attention of kids, the code is colored, dissected, programming puzzles and the full-color illustrations keep things on the lighter side.

It gives a clear-cut idea on re-checking process when an error has occurred in the program i.e. syntax error, statement missing, functions, classes, etc. When you go through the 344-page programming book, you’ll also learn how to:

  • Create games, animations, and other graphical wonders.
  • Use fundamental data structures like lists, and maps.
  • Organize and reuse the code with functions and modules.
  • Draw shapes and patterns with Python’s turtle module.
  • Access control structures like loops and conditional statements.

Wrapping up, Python for Kids brings your children into the world of programming. Coding puzzles, logical solutions at the end of each chapter strengthens your brain for easy understanding. If your kid is a computer programming aspirant, then go with this book without falling in dilemma.

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8. Python Tricks – A Buffet of Awesome Python Features

Python Tricks

Being a fresher, learning the ins and outs of Python is difficult. But, with this Python Tricks book you’ll be able to focus on technical coding skills that do really matter.

Compared to other python programming books, it comes at reasonable rates and is a great platform for software geeks and hobbyists who are very excited to start crafting wonderful projects at an ease.

This book comes with simple examples and a step-by-step procedure make easy for everyone from setting up, downloading, editing, programming and compiling. It teaches advanced features like interfacing hardware to software, programming and debugging. It is much suited for engineers and experienced coders who deal with the high end projects.

If you master in python language, you can easily write the code in a logical way that comes to your mind naturally. This paperback comes in 302-pages and is available in simple English language for the convenience of readers.

Why you should read this book?

  • Create the code for crafting your dream project.
  • Become through with the coding skills and execute properly.
  • To experience the modern patterns, concepts introduced in Python-3.
  • Work speed and efficiently on python by picking idioms and practical tips.

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9. Python Data Science Handbook – Essential Tools for Working with Data (1st Edition)

Python Data Science Handbook

Though you have no experience in programming, reading Python data science handbook will let you know the interesting facts that you would have never come across in coding. You will be able to learn the working of python modules, programming concepts, compilation and its commercial applications.

This 548-page python data science handbook covers the following topics…

  • IPython- Beyond normal python
  • Introduction to NumPy
  • Data manipulation with pandas
  • Visualization with Matplotlib
  • Machine learning

Python is a first-class tool for storing, manipulating, and gaining insight from data using the standard libraries. There are many available online/offline with separate tools but this is the only one with great combination of all the efficient tools – IPython, NumPy, Pandas, Matplotlib, Scikit-Learn, and other related tools.

This book is well-organized and written in simple English language with codes, examples, graphic images, etc. for the convenience of users. All of them help to helps to understand and analyze the complex concepts effortlessly.

You will be able to read and write the python code for tackling the day-to-day issues and visualizing the data using build statistical or machine learning models.

To conclude, this is the must-have reference for scientific computing in Python. The 548-page information books cover all the topics in depth to give a clear-cut idea for readers in writing a program for his dream project.

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10. Mastering Python Networking –  One-stop solution for network automation

Mastering Python Networking

Become an expert in implementing advanced, network-related tasks with Python. A small question comes in your mind is how and where to start Python software? The best and affordable solution is to dive with the right resources that brush up your skills. It is achieved by reading the Mastering Python Networking book.

This 446-pages book begins with a review of TCP/IP protocol and the core elements of Python language. Later on, you’ll come across different library files to computerize the tasks from current networking vendors.

What will you learn

  • Achieve network security
  • Build Flask-based web-service APIs
  • Fundamentals of Python and TCP/IP suite
  • Integrate Ansible to control Cisco, Juniper, and Arista networks.
  • Python for executing commands when device doesn’t support the API.
  • Execute automation techniques by integrating Python with Cisco, Juniper, and Arista.

These automating traditional network devices are based on the command-line interface, newer devices with API support, and hands-on labs to achieve the goals. Further, you’ll come to know about open source tools to test, secure, monitor and visualize the network.

Python framework helps to build customized network web services, python-based controller with Open Flow to learn conceptual theory and applications.

Here I’ve listed the contents of this mastering python networking book. Do check it out and follow the simple yet useful tactics to craft new designs.

  • Hybrid SDN
  • Network security
  • Open Flow Basics
  • Advanced Open Flow Topics
  • API and intent-driven networking
  • Low-level networking device interactions
  • Building network web services with python
  • Network monitoring with python (part- 1&2)
  • Review of TCP/IP protocol and python language
  • Python automation framework (Ansible basics)
  • Advance python automation framework (Ansible advanced topics)

Overall, this mastering python networking book is good to use for freshers, hobbyists, techie and experts as they’ll get to know the every nook and hook of the python programming language. Moreover, it builds the skills to perform all the networking tasks, and device automation with a lot of practice.

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So far we came to know about the Top 10 Best Python Programming Books that help a beginner, coder and a professional to tackle the large complex algorithms at an ease.

Finding the right book always depends on your skill-set and what you want to learn. If you find difficulty in choosing the best one then read the listed books in the article that helps you to in making the right decision. We’ve categorized them based on price, demand in the industry, and usage for kids, fresher’s, coders to professionals.

Which python coding book you the like most and why? Have you gone through any of the above-mentioned books? Share your doubts and experiences with us in the comment section given below.

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