TY - CHAP
T1 - Conclusion and Future Directions
AU - Shanthamallu, Uday Shankar
AU - Spanias, Andreas
N1 - Publisher Copyright:
© 2022, Springer Nature Switzerland AG.
PY - 2022
Y1 - 2022
N2 - An introduction to machine learning principles with a comprehensive literature review was presented in this book. The book is written to provide knowledge and bibliography on machine learning and neural networks concepts to a reader with minimal background in machine learning. We started with the fundamental learning paradigms in ML and explored the sub-categories in each. Supervised learning, unsupervised learning, and semi-supervised learning are the three main categories in machine learning. Most of the existing algorithms can be classified into one of the above three categories. The book is organized to cover algorithms and concepts first. It later describes the applications of ML algorithms in various fields, including signal processing, image and computer vision, natural language processing, speech and audio processing, energy, health, security, and defense applications.
AB - An introduction to machine learning principles with a comprehensive literature review was presented in this book. The book is written to provide knowledge and bibliography on machine learning and neural networks concepts to a reader with minimal background in machine learning. We started with the fundamental learning paradigms in ML and explored the sub-categories in each. Supervised learning, unsupervised learning, and semi-supervised learning are the three main categories in machine learning. Most of the existing algorithms can be classified into one of the above three categories. The book is organized to cover algorithms and concepts first. It later describes the applications of ML algorithms in various fields, including signal processing, image and computer vision, natural language processing, speech and audio processing, energy, health, security, and defense applications.
UR - http://www.scopus.com/inward/record.url?scp=85139438079&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85139438079&partnerID=8YFLogxK
U2 - 10.1007/978-3-031-03758-0_7
DO - 10.1007/978-3-031-03758-0_7
M3 - Chapter
AN - SCOPUS:85139438079
T3 - Studies in Computational Intelligence
SP - 73
EP - 75
BT - Studies in Computational Intelligence
PB - Springer Science and Business Media Deutschland GmbH
ER -