Automated Machine Learning and Meta-Learning for Multimedia

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.
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.
This is the first book that covers both AML and meta-learning This book promotes the recent achievements on meta-learning This book is targeted at introductory and intermediate audiences

Autor*in

Wenwu Zhu

Themen in »Automated Machine Learning and Meta-Learning for Multimedia«

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

Stimmen zu »Automated Machine Learning and Meta-Learning for Multimedia«

Details

Link teilen