Whether it is using ML in mathematical modeling, optimizing physical systems, enhancing signal processing in electronics, or improving control systems in electrical engineering, each chapter is crafted to illuminate the powerful synergy between machine learning and core scientific principles. The content of this book is the result of collaborative efforts among the authors, each bringing their expertise from diverse yet interconnected domains.