Unlocking Artificial Intelligence:From Theory to Applications

by: Christopher Mutschler (Editor),Christian Münzenmayer (Editor),Norman Uhlmann (Editor),Alexander Martin (Editor)&1more

Publisher: Springer

Edition: 2024th

Publication Date: 2024/7/30

Language: English

Print Length: 396 pages

ISBN-10: 3031648315

ISBN-13: 9783031648311

Book Description

This open access book provides a state-of-the-art overview of current machine leaing research and its exploitation in various application areas. It has become apparent that the deep integration of artificial intelligence (AI) methods in products and services is essential for companies to stay competitive. The use of AI allows large volumes of data to be analyzed, pattes and trends to be identified, and well-founded decisions to be made on an informative basis. It also enables the optimization of workflows, the automation of processes and the development of new services, thus creating potential for new business models and significant competitive advantages.The book is divided in two main parts:First, in a theoretically oriented part, various AI/ML-related approaches like automated machine leaing, sequence-based leaing, deep leaing, leaing from experience and data, and process-aware leaing are explained. In a second part, various applications are presented that benefit from the exploitation of recent research results. These include autonomous systems, indoor localization, medical applications, energy supply and networks, logistics networks, traffic control, image processing, and IoT applications.Overall, the book offers professionals and applied researchers an excellent overview of current exploitations, approaches, and challenges of AI/ML-related research.

About the Author

This open access book provides a state-of-the-art overview of current machine leaing research and its exploitation in various application areas. It has become apparent that the deep integration of artificial intelligence (AI) methods in products and services is essential for companies to stay competitive. The use of AI allows large volumes of data to be analyzed, pattes and trends to be identified, and well-founded decisions to be made on an informative basis. It also enables the optimization of workflows, the automation of processes and the development of new services, thus creating potential for new business models and significant competitive advantages.The book is divided in two main parts:First, in a theoretically oriented part, various AI/ML-related approaches like automated machine leaing, sequence-based leaing, deep leaing, leaing from experience and data, and process-aware leaing are explained. In a second part, various applications are presented that benefit from the exploitation of recent research results. These include autonomous systems, indoor localization, medical applications, energy supply and networks, logistics networks, traffic control, image processing, and IoT applications.Overall, the book offers professionals and applied researchers an excellent overview of current exploitations, approaches, and challenges of AI/ML-related research.