Best Python Machine Learning Books For Beginners

Last updated March 7, 2024 by Jarvis Silva

In this article I will share with you the best python machine learning books, machine learning is a subfield of Artificial Intelligence, It is one of the most highly demanded skills so learning machine learning is going to be highly valuable.

There are many programming languages that you can use to learn and do machine learning but the best language for machine learning is python so in this article I will tell you the best machine learning books in python.

Books are a great resource for learning anything they provide accurate knowledge and are written by experts in their field.

Here is the list of all books we will discuss:

• Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems.
• Python Machine Learning, Second Edition: Machine Learning and Deep Learning with Python, sci-kit-learn, and TensorFlow.
• Introduction to Machine Learning with Python: A Guide for Data Scientists.
• Machine Learning For Absolute Beginners: A Plain English Introduction.
• Building Machine Learning Systems with Python.
• Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning.

All the books above are available to buy on amazon you can go through the link and purchase them now.

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

This book is one of the best python machine learning book, It is written by Aurélien Géron who is a machine learning consultant and a trainer. In this book, you are going to learn about machine learning concepts, libraries, and more.

Since machine learning is a very broad topic this book has more than 800 pages of valuable content. You will learn about the python libraries for machine learning like Tensorflow and scikit-learn

This is one of the best python ml books for beginners. There are many exercises and examples in this book that will help you understand the concepts better.

Here are some more things about this book:

• Learn about machine learning and neural nets
• Use Scikit-learn to build machine learning projects
• Learn Tensorflow and build and train neural nets
• Learn techniques of machine learning and neural nets

There is a lot of highly valuable information in this book. You can get this book on Amazon here – Buy Hands-on machine learning with python book.

2. Machine Learning and Deep Learning with Python, sci-kit-learn, and TensorFlow

This is another machine learning book which is written by Sebastian Raschka Vahid Mirjalili who is the author of the best-selling book and has a Ph.D. in mechanical engineering.

This book is the best seller in machine learning. This book provides a practical approach to learning frameworks of machine learning and deep learning. You will learn about the best practices and optimization of your ML systems.

This is a great ml book. I read this book when I first started learning machine learning. It helped me a lot.

Here are some more things about this book:

• Understand machine learning, neural networks, and deep learning
• Learn about python libraries like Tensorflow and Scikit-Learn
• Work with real data and build ml projects
• Learn about the techniques of machine learning and more

As I have said, this book is great. If you want to read this book you can get it from amazon here – Get Machine learning and deep learning python book.

3. Introduction to Machine Learning with Python

This book will provide a brief introduction to machine learning with python. It is written by Andreas Muller who has a PhD in machine learning. From this book, you will learn to build your machine learning projects.

You will learn to create machine learning applications in python by using the Scikit-learn library. You will learn all the concepts of machine learning and mathematics behind it from this book.

Here are some more things from this book:

• Understand concepts and applications of machine learning
• Learn about machine learning algorithms
• working with data in machine learning
• techniques and methods of machine learning

This book has a lot of information locked into it. If you are interested in this book you can get it on amazon here – Get Introduction to machine learning.

4. Machine Learning For Absolute Beginners: A Plain English Introduction

If you are a complete beginner to machine learning and don’t know a word about it then this is the book you need to read. This book will teach you machine learning in a plain English language which a beginner can easily understand.

This is an awesome book for newbies who want to come in machine learning. This book is written by O Theobald. It has good ratings because it is loved by many newbie programmers.

This book doesn’t just provide an introduction but it goes over a lot of advanced machine learning concepts from building your machine learning models. This book is not that long; you can finish reading it in a short period.

Here are some of the things from this book:

• A brief introduction to machine learning
• Learn about tools and machine learning libraries
• Basics of neural networks
• Some advanced machine learning topics and more

If you are a beginner, definitely get this book. It will benefit you a lot to get this book you can visit here – Machine Learning For Absolute Beginners book.

5. Building Machine Learning Systems with Python

In this book, you will learn to build machine learning systems with python that learn from data. You will learn about machine learning methods and techniques in this book.

More advanced topics such as topic modeling, basket analysis, and cloud computing, You will also learn the practical approach to build your machine learning model from scratch.

This book is primarily focused on python programmers who do not know anything about machine learning so it does not cover some advanced topics of machine learning. This book is written by Willi Richert who has a PHD in ml.

Here are some more things from this book:

• Learn to build machine learning systems in python
• Learn about machine learning concepts
• Learn to build real-world ml projects
• Learn about ml libraries and implementation

This is another beginner-friendly book if you want to get this book then you can get it on amazon here – Get Building Machine Learning Systems with Python Book.

6. Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning

In this book, there are around 200 practical solutions to help you solve your machine learning problems and challenges. This book is a machine learning python cookbook.

You will learn about vectors, matrices, and data handling. You will also learn about advanced topics like linear regression, trees, forests, k-nearest neighbors Support vector machines (SVM), clustering, and neural networks.

This book is written by Chris Albon who has a PhD in data science. This book is around 350 pages with a lot of valuable learning. It has a rating of 4.5 on Amazon.

Here are some more things from this book:

• It has around 200 practical solutions for you
• Learn about machine learning advanced topics
• Learn to create machine learning models and more.
• Learn about data handling in machine learning.

If you want to get this python machine learning cookbook then you can get it on amazon here – Get a machine learning python cookbook.

Which Is The Best Python Machine Learning Book?

I have told you all the best books to learn ml now which is the best book among them? In my opinion, the best book is the first book which I told about Hands-on machine learning with python.

When I started learning ML I started reading this book. It helped me understand the machine learning concepts better than other resources. It covers most of the machine learning concepts.

Summary

Learning machine learning just from a book is not a great idea, you can take a machine learning course along with a book, this will help you to improve your ml concepts better.

Here are more python books article you will find useful:

• Best python web development books.
• Best Python Design Patterns Books To Read
• Best Python Books For Beginners

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