"The Essence of Machine Learning: Learning Python, Mathematics, and Algorithms While Implementing" Koichi Kato List Price: ¥2800 As shown in the photos, there are markings from a highlighter. Additionally, there are a few pages with pencil markings, which will be erased with an eraser before shipping. [About the Book] This book is not intended to explain specific data analysis methods. For practical purposes, existing frameworks like scikit-learn and Chainer should be used. However, this book aims for readers to implement several well-known machine learning algorithms from scratch themselves. By doing so, you can understand the mechanisms of machine learning, which often tend to be black boxes, and develop further application skills and problem-solving abilities. Furthermore, it uses Python, the de facto standard for processing, and clearly explains the mathematical knowledge required for machine learning. This book is ideal for students just starting with machine learning, as well as engineers who are thrown into projects and are doing data analysis work without fully understanding it.