The Neurips '18 Competition: From Machine Learning to Intelligent Conversations
暫譯: Neurips '18 競賽:從機器學習到智能對話

Escalera, Sergio, Herbrich, Ralf

  • 出版商: Springer
  • 出版日期: 2019-11-30
  • 售價: $2,390
  • 貴賓價: 9.5$2,271
  • 語言: 英文
  • 頁數: 342
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030291340
  • ISBN-13: 9783030291341
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

This volume presents the results of the Neural Information Processing Systems Competition track at the 2018 NeurIPS conference. The competition follows the same format as the 2017 competition track for NIPS. Out of 21 submitted proposals, eight competition proposals were selected, spanning the area of Robotics, Health, Computer Vision, Natural Language Processing, Systems and Physics.

Competitions have become an integral part of advancing state-of-the-art in artificial intelligence (AI). They exhibit one important difference to benchmarks: Competitions test a system end-to-end rather than evaluating only a single component; they assess the practicability of an algorithmic solution in addition to assessing feasibility.

The eight run competitions aim at advancing the state of the art in deep reinforcement learning, adversarial learning, and auto machine learning, among others, including new applications for intelligent agents in gaming and conversational settings, energy physics, and prosthetics.

商品描述(中文翻譯)

本卷呈現了2018年NeurIPS會議中神經資訊處理系統競賽賽道的結果。該競賽遵循2017年NIPS競賽賽道的相同格式。在21個提交的提案中,選出了八個競賽提案,涵蓋了機器人學、健康、計算機視覺、自然語言處理、系統和物理等領域。

競賽已成為推進人工智慧(AI)最先進技術的重要組成部分。它們與基準測試有一個重要的區別:競賽對系統進行端到端的測試,而不僅僅是評估單一組件;它們除了評估可行性外,還評估算法解決方案的實用性。

這八個競賽旨在推進深度強化學習、對抗學習和自動機器學習等領域的最先進技術,包括在遊戲和對話環境中智能代理的新應用、能源物理學和義肢等。

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