Introduction to Intelligent Systems, Control, and Machine Learning Using MATLAB (使用 MATLAB 的智能系統、控制與機器學習導論)

Schoen, Marco P.

  • 出版商: Cambridge
  • 出版日期: 2024-01-25
  • 售價: $3,790
  • 貴賓價: 9.5$3,601
  • 語言: 英文
  • 頁數: 450
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1316518256
  • ISBN-13: 9781316518250
  • 相關分類: MatlabMachine Learning
  • 海外代購書籍(需單獨結帳)

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商品描述

Dive into the foundations of intelligent systems, machine learning, and control with this hands-on, project-based introductory textbook. Precise, clear introductions to core topics in fuzzy logic, neural networks, optimization, deep learning, and machine learning, avoid the use of complex mathematical proofs, and are supported by over 70 examples. Modular chapters built around a consistent learning framework enable tailored course offerings to suit different learning paths. Over 180 open-ended review questions support self-review and class discussion, over 120 end-of-chapter problems cement student understanding, and over 20 hands-on Arduino assignments connect theory to practice, supported by downloadable Matlab and Simulink code. Comprehensive appendices review the fundamentals of modern control, and contain practical information on implementing hands-on assignments using Matlab, Simulink, and Arduino. Accompanied by solutions for instructors, this is the ideal guide for senior undergraduate and graduate engineering students, and professional engineers, looking for an engaging and practical introduction to the field.

商品描述(中文翻譯)

深入探索智能系統、機器學習和控制的基礎,這本以實作為主的專案導向入門教科書提供了精確且清晰的核心主題介紹,包括模糊邏輯、神經網絡、優化、深度學習和機器學習,避免使用複雜的數學證明,並提供超過70個範例。模組化的章節圍繞一致的學習框架構建,能夠根據不同的學習路徑提供量身定制的課程。超過180個開放式的回顧問題支持自我檢視和課堂討論,超過120個章末問題鞏固學生的理解,並且有超過20個實作的Arduino作業將理論與實踐相連結,並附有可下載的Matlab和Simulink代碼。全面的附錄回顧現代控制的基本概念,並包含有關使用Matlab、Simulink和Arduino實作作業的實用資訊。這本書附有教師解答,是高年級本科生、研究生工程學生以及專業工程師尋求引人入勝且實用的領域入門的理想指南。