エンジニアのための機械学習特訓コース（テキスト） Machine Learning Crash Course for Engineers

著者名：Hossain, Eklas

Springer（2023/12/26発売）

• 言語：ENG
• ISBN：9783031469893
• eISBN：9783031469909

Description

​Machine Learning Crash Course for Engineers is a reader-friendly introductory guide to machine learning algorithms and techniques for students, engineers, and other busy technical professionals. The book focuses on the application aspects of machine learning, progressing from the basics to advanced topics systematically from theory to applications and worked-out Python programming examples. It offers highly illustrated, step-by-step demonstrations that allow readers to implement machine learning models to solve real-world problems. This powerful tutorial is an excellent resource for those who need to acquire a solid foundational understanding of machine learning quickly.

Table of Contents

Introduction to Machine Learning.- Evaluation Criteria and Model Selection.- Machine Learning Algorithms.- Applications of Machine Learning: Signal/Image Processing.-  Applications of Machine Learning: Energy Systems.- Applications of Machine Learning: Robotics.- State of the Art of Machine Learning.