Optimization in Machine Learning and Applications

Optimization in Machine Learning and Applications

Author
Anand J. Kulkarni, Suresh Chandra Satapathy
Publisher
Springer Singapore
Language
English
Edition
1st ed. 2020
Year
2020
Page
IX, 197
ISBN
978-981-15-0993-3,978-981-15-0994-0
File Type
pdf
File Size
5.5 MiB

This book discusses one of the major applications of artificial intelligence: the use of machine learning to extract useful information from multimodal data. It discusses the optimization methods that help minimize the error in developing patterns and classifications, which further helps improve prediction and decision-making. The book also presents formulations of real-world machine learning problems, and discusses AI solution methodologies as standalone or hybrid approaches. Lastly, it proposes novel metaheuristic methods to solve complex machine learning problems. Featuring valuable insights, the book helps readers explore new avenues leading toward multidisciplinary research discussions.

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