The NIPS ’17 Competition: Building Intelligent Systems

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53,49 €

The Springer Series on Challenges in Machine Learning

ISBN: 3319940414
ISBN 13: 9783319940410
Herausgeber: Sergio Escalera/Markus Weimer
Verlag: Springer Verlag GmbH
Umfang: x, 287 S., 85 s/w Illustr., 287 p. 85 illus.
Erscheinungsdatum: 28.09.2018
Auflage: 1/2018
Produktform: Gebunden/Hardback
Einband: Gebunden

Offers new challenges and methods on reinforcement learning and deep reinforcement learning applied to human body motion and intelligent conversational settingsDiscusses machine learning methods for classifying clinically actionable genetic mutationsProvides challenges and methods on adversarial learning applied to attacks and defensesPresents deep learning applied to transfer knowledge in art

Artikelnummer: 5145634 Kategorie:

Beschreibung

This book summarizes the organized competitions held during the first NIPS competition track. It provides both theory and applications of hot topics in machine learning, such as adversarial learning, conversational intelligence, and deep reinforcement learning. Rigorous competition evaluation was based on the quality of data, problem interest and impact, promoting the design of new models, and a proper schedule and management procedure. This book contains the chapters from organizers on competition design and from top-ranked participants on their proposed solutions for the five accepted competitions: The Conversational Intelligence Challenge, Classifying Clinically Actionable Genetic Mutations, Learning to Run, Human-Computer Question Answering Competition, and Adversarial Attacks and Defenses.

Herstellerkennzeichnung:


Springer Verlag GmbH
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69121 Heidelberg
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E-Mail: juergen.hartmann@springer.com

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