Automated Machine Learning and Meta-Learning for Multimedia
暫譯: 多媒體的自動化機器學習與元學習

Zhu, Wenwu, Wang, Xin

  • 出版商: Springer
  • 出版日期: 2021-11-24
  • 售價: $6,220
  • 貴賓價: 9.5$5,909
  • 語言: 英文
  • 頁數: 254
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030881318
  • ISBN-13: 9783030881313
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

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.

商品描述(中文翻譯)

本書傳播並推廣有關自動機器學習(AutoML)和元學習(meta-learning)的最新研究進展及前沿發展,以及它們在計算機視覺、自然語言處理、多媒體和數據挖掘相關領域的應用。這些都是機器學習領域中令人興奮且快速成長的研究方向。作者提倡新穎的高品質研究成果,以及針對AutoML和元學習中挑戰性問題的創新解決方案。這一主題位於人工智慧的核心範疇,對學術界和產業界的觀眾都具有吸引力。

本書對整個機器學習社群高度可及,包括對AutoML、元學習及其在多媒體、計算機視覺、自然語言處理和數據挖掘相關任務中的應用感興趣的研究人員、學生和從業者。本書內容完整,設計適合初學者和中級讀者,閱讀本書不需要特別的先備知識。