Deep Learning Recommender Systems
暫譯: 深度學習推薦系統

Wang, Zhe, Pu, Chao, Wang, Felice

  • 出版商: Cambridge
  • 出版日期: 2025-05-22
  • 售價: $2,400
  • 貴賓價: 9.5$2,280
  • 語言: 英文
  • 頁數: 400
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1009447505
  • ISBN-13: 9781009447508
  • 相關分類: 推薦系統DeepLearning
  • 海外代購書籍(需單獨結帳)

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商品描述

Recommender systems are ubiquitous in modern life and are one of the main monetization channels for Internet technology giants. This book helps graduate students, researchers and practitioners to get to grips with this cutting-edge field and build the thorough understanding and practical skills needed to progress in the area. It not only introduces the applications of deep learning and generative AI for recommendation models, but also focuses on the industry architecture of the recommender systems. The authors include a detailed discussion of the implementation solutions used by companies such as YouTube, Alibaba, Airbnb and Netflix, as well as the related machine learning framework including model serving, model training, feature storage and data stream processing.

商品描述(中文翻譯)

推薦系統在現代生活中無處不在,是互聯網科技巨頭主要的獲利渠道之一。本書幫助研究生、研究人員和實務工作者掌握這一前沿領域,並建立必要的深入理解和實用技能,以便在該領域中進步。它不僅介紹了深度學習和生成式人工智慧在推薦模型中的應用,還專注於推薦系統的產業架構。作者詳細討論了YouTube、阿里巴巴、Airbnb和Netflix等公司所使用的實作解決方案,以及相關的機器學習框架,包括模型服務、模型訓練、特徵儲存和資料流處理。