Название: Machine Learning and AI with Simple Python and Matlab Scripts: Courseware for Non-computing Majors
Автор: M. Ümit Uyar
Издательство: Wiley-IEEE Press
Год: 2025
Страниц: 379
Язык: английский
Формат: pdf (true)
Размер: 16.1 MB

A practical guide to AI applications for Simple Python and Matlab scripts.

Machine Learning and AI with Simple Python and Matlab Scripts: Courseware for Non-computing Majors introduces basic concepts and principles of machine learning and artificial intelligence to help readers develop skills applicable to many popular topics in engineering and science. Step-by-step instructions for simple Python and Matlab scripts mimicking real-life applications will enter the readers into the magical world of AI, without requiring them to have advanced math and computational skills. The book is supported by instructor only lecture slides and sample exams with multiple-choice questions.

Artificial Intelligence (AI) has become one of the most exciting and active fields of research in recent years. AI attempts to develop software and computing devices that are able to perform tasks which have been associated only with thinking beings for centuries. Mimicking intelligence, creativity, deduction capability and ability to learn from experience are some of the directions that AI undertakes. AI’s recent ubiquitous presence in everyone’s life makes this technology an integral part of daily activities that is often taken for granted. Most people treat AI tools as black boxes (i.e. devices whose outputs are observable but whose internal details are unknown by users) which spit out solutions to make problems go away. A reader of this book will quickly appreciate that there is no magic behind the way AI operates. By understanding the mechanisms employed in many popular AI techniques, correct solutions are easily obtained for complicated tasks. Through hands-on programming projects, the reader will be able to grasp how easily many otherwise unsolvable problems can be handled using AI.

Machine Learning and AI with Simple Python and Matlab Scripts includes information on:
• Artificial neural networks applied to real-world problems such as algorithmic trading of financial assets, Alzheimer's disease prognosis
• Convolution neural networks for speech recognition and optical character recognition
• Recurrent neural networks for chatbots and natural language translators
• Typical AI tasks including flight control for autonomous drones, dietary menu planning, and route planning
• Advanced AI tasks including particle swarm optimization and differential and grammatical evolution as well as the current state of the art in AI tools

Machine Learning and AI with Simple Python and Matlab Scripts is an accessible, thorough, and practical learning resource for undergraduate and graduate students in engineering and science programs along with professionals in related industries seeking to expand their skill sets.