Hossain E. Machine Learning Crash Course for Engineers

Springer, 2024. - 464 p. - ISBN 3031469895.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.Preface.
Acknowledgments.
Introduction to Machine Learning.
Evaluation Criteria and Model Selection.
Machine Learning Algorithms.
Applications of Machine Learning: Signal Processing.
Applications of Machine Learning: Energy Systems.
Applications of Machine Learning: Robotics.
State of the Art of Machine Learning.
Answer Keys to Chapter Exercises.
Index.True PDF