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商品詳細
The NIPS '17 Competition: Building Intelligent Systems. Softcover Reprint of the Original 1st 2018 ed.
・ISBN 978-3-030-06867-7 paper EUR 49.99
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| 著者・編者 | Escalera, Sergio / Weimer, Markus (eds.), |
|---|---|
| シリーズ | (The Springer Series on Challenges in Machine Learning) |
| 出版社 | (Springer Nature Switzerland AG, SZ) |
| 出版年月 | 2018 |
| ページ数 | 287 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A02-84642＞ |
解説
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.