The NIPS '17 Competition: Building Intelligent Systems
Markus Weimer (Hrsg.), Sergio Escalera (Hrsg.)
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Springer International Publishing
Naturwissenschaften, Medizin, Informatik, Technik / Informatik
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.
Kundenbewertungen
deep reinforcement learning, machine learning, neural information processing systems, conversational settings, intelligent agents, natural language processing, chatbots, computer vision, adversarial learning, deep learning, reinforcement learning, genetic mutations