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Automated Machine Learning and Meta-Learning for Multimedia

Xin Wang, Wenwu Zhu

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Springer International Publishing img Link Publisher

Naturwissenschaften, Medizin, Informatik, Technik / Anwendungs-Software

Beschreibung

This book disseminates and promotes the recent research progress and frontier development on AutoML and meta-learning as well as their applications on computer vision, natural language processing, multimedia and data mining related fields. These are exciting and fast-growing research directions in the general field of machine learning. The authors advocate novel, high-quality research findings, and innovative solutions to the challenging problems in AutoML and meta-learning. This topic is at the core of the scope of artificial intelligence, and is attractive to audience from both academia and industry.

This book is highly accessible to the whole machine learning community, including: researchers, students and practitioners who are interested in AutoML, meta-learning, and their applications in multimedia, computer vision, natural language processing and data mining related tasks. The book is self-contained and designed for introductory and intermediate audiences. No special prerequisite knowledge is required to read this book.

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Schlagwörter

AutoML, Automated machine learning, Learning to learn, Adaptive information processing, AutoML for CV/multimedia and datamining, machine learning, Hyper-parameter optimization, Meta-learning for multimedia and datamining, Bayesian optimization, Automated multimedia information processing, Meta-learning, Neural architecture search