5 Cheap Books to Master Machine Learning
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Machine learning has become a tool that brings competitive advantage to businesses. As the era progresses, the company has slowly become data-driven and relies on machine learning to help them. That’s why machine learning skills are in high demand.

Learning machine learning can be challenging if you don’t have the suitable learning material. Leaving aside free stuff, many high-quality resources are locked away in expensive books. However, there are cheap books that I believe could help you master machine learning.

What are these books? Let’s get into it.



Let’s start with something for the beginner. For any beginner, the foundation for machine learning is important because you can handle any project if you know the basics. That’s why this cheap book would be perfect.

The Machine Learning Book by Oliver Theobald would help you understand the basics of machine learning with Python steps-to-steps, which includes:

  • Free Datasets download
  • Machine Learning libraries and tools
  • Data preprocessing techniques
  • Data validation
  • Regression analysis
  • Clustering
  • The Basics of Neural Networks
  • Bias/Variance

With a cost of $16, you can have the book to improve your machine learning knowledge.



Noted as one of Mark Cuban’s top reads for a better understanding of AI, the books provide information about machine learning without assuming you have years of machine learning experience. 

The Machine Learning for Dummies book by John Paul Mueller and Luca Massaron will show you how to understand machine learning and build it, with contents including:

  • Intro to machine learning and algorithms
  • Math for Machine Learning
  • Practical uses for machine learning
  • Best practices
  • Ethical approaches to data use

Paying $20 for this book is undoubtedly worth the investment.



Let’s go for the book that will help you master machine learning with confidence. The Machine Learning Mastery with Python is a mega eBook with step-to-step and end-to-end machine learning projects that aim to make you a professional. It’s a complete book that is perfect for whichever your machine learning knowledge is.

The book written by Jason Brownlee has everything you need to know for applying Machine Learning with Python, including:

  • Machine learning basics
  • Machine Learning with Python
  • How to use machine learning Python Packages
  • How do we preprocess our data
  • How to develop our machine learning model
  • How to improve our model
  • Machine Learning Projects
  • And many more

By the price of $47, this book would provide you with a 16-step lesson, 178 pages, and 3 end-to-end projects. As a bonus, you would also get 74 Fully Working Python Scripts.



Let’s move from the technical foundation and move to a more machine-learning conceptual discussion. We can build a machine learning model quickly, but the concept of where it is used and where the model would lead is also essential. This is where the book would take us.

The book may be slightly old, as it was released in 2015. However, the book by Pedro Domingos would take us in the thought-provoking learning and wide-ranging exploration of machine learning concepts for where it would take us.

It costs only $10 to understand where our society would stand in the face of Machine Learning and why you should learn the Algorithm.



In a more advanced release, this book will discuss the application of AI and Machine Learning in the business industry. The book tries to educate the reader regarding technological advancement without much technical jargon, as this book is aimed at general audiences. That’s why this book is perfect for you who work as a manager or non-technical leader and want to understand the implications of machine learning.

The book by Steven Finlay creates a bridge to the machine-learning knowledge that is important for society to know. The book focuses more on practical application and how to work with data scientists to maximize machine learning values.

With the cost of $20, you can get the book to teach you about machine learning applications.



Machine learning is an important skill for modern society. It doesn’t matter what your occupation is; our work would intersect with Machine Learning in one way or another.  That’s why these five cheap books will help you master machine learning. The books include:

  1. Machine Learning for Absolute Beginners: Python for Data Science
  2. Machine Learning Mastery with Python
  3. Machine Learning For Dummies
  4. The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World
  5. Artificial Intelligence and Machine Learning for Business: A No-Nonsense Guide to Data Driven Technologies


Cornellius Yudha Wijaya is a data science assistant manager and data writer. While working full-time at Allianz Indonesia, he loves to share Python and Data tips via social media and writing media.

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