Wireless Communications and Machine Learning
暫譯: 無線通信與機器學習

Liang, Le, Jin, Shi, Ye, Hao

  • 出版商: Cambridge
  • 出版日期: 2025-07-03
  • 售價: $3,460
  • 貴賓價: 9.5$3,287
  • 語言: 英文
  • 頁數: 306
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1009232207
  • ISBN-13: 9781009232203
  • 相關分類: Wireless-networksMachine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

This focused textbook demonstrates cutting-edge concepts at the intersection of machine learning (ML) and wireless communications, providing students with a deep and insightful understanding of this emerging field. It introduces students to a broad array of ML tools for effective wireless system design, and supports them in exploring ways in which future wireless networks can be designed to enable more effective deployment of federated and distributed learning techniques to enable AI systems. Requiring no previous knowledge of ML, this accessible introduction includes over 20 worked examples demonstrating the use of theoretical principles to address real-world challenges, and over 100 end-of-chapter exercises to cement student understanding, including hands-on computational exercises using Python. Accompanied by code supplements and solutions for instructors, this is the ideal textbook for a single-semester senior undergraduate or graduate course for students in electrical engineering, and an invaluable reference for academic researchers and professional engineers in wireless communications.

商品描述(中文翻譯)

這本專注的教科書展示了機器學習(ML)與無線通信交匯處的前沿概念,為學生提供對這一新興領域的深入和深刻理解。它向學生介紹了一系列廣泛的ML工具,以有效設計無線系統,並支持他們探索未來無線網絡如何設計,以便更有效地部署聯邦學習和分散式學習技術,從而促進AI系統的發展。本書不需要學生具備ML的先前知識,這本易於理解的入門書籍包含超過20個實例,展示如何利用理論原則解決現實世界的挑戰,並提供超過100個章末練習,以鞏固學生的理解,包括使用Python的實作計算練習。隨附的代碼補充和教師解答,使其成為電機工程本科生或研究生單學期課程的理想教科書,並且對於無線通信領域的學術研究者和專業工程師來說,都是一個寶貴的參考資料。

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