Machine Intelligence: Learning, Inference, and Evolution
暫譯: 機器智慧：學習、推理與演化
Tizhoosh, Hamid
- 出版商: CRC
- 出版日期: 2024-08-01
- 售價: $4,450
- 貴賓價: 9.5 折 $4,228
- 語言: 英文
- 頁數: 450
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1138196223
- ISBN-13: 9781138196223
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相關分類:
人工智慧、Machine Learning、Algorithms-data-structures
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book will provide an introduction to machine learning, fuzzy systems and evolutionary algorithms for senior undergraduate students at universities and colleges as well as for practitioners. The text intends to cover major schemes, methods and algorithms in different aspects of machine intelligence including comprehensive introduction of intelligent techniques for the desired audience. Fuzzy systems, reinforcement learning, evolutionary algorithms and swarm intelligence will be covered along with neural networks, SVM, probability, decision trees and more. This will help to establish the notion that "intelligence" is more than "learning."
商品描述(中文翻譯)
本書將為大學及專科學校的高年級本科生以及實務工作者提供機器學習、模糊系統和演化演算法的介紹。文本旨在涵蓋機器智慧不同方面的主要方案、方法和演算法，包括對目標讀者所需的智能技術的全面介紹。將涵蓋模糊系統、強化學習、演化演算法和群體智慧，並包括神經網絡、支持向量機（SVM）、機率、決策樹等內容。這將有助於建立「智慧」不僅僅是「學習」的概念。
作者簡介
Hamid R. Tizhoosh received the MASc degree in electrical engineering, with a major in computer science, from University of Technology, Aachen, Germany, in 1995. He received his PhD from University of Magdeburg, Germany, in 2000. He was a member of the European Union projects INFOCUS and ARROW, with a goal to improve radiation therapy for cancer treatment. In 2001, he was a research associate at the Knowledge and Intelligence Systems Laboratory, University of Toronto, where he worked on dynamic bandwidth allocation using intelligent techniques. Since September 2001, he is a faculty member in Systems Design Engineering at the University of Waterloo. His research encompasses computational intelligence, computer vision and medical imaging. Dr. Tizhoosh has extensive industrial experience. Among others, he has worked with Management of Intelligent Technologies GmbH (Aachen, Germany), Image Processing Systems Inc. (Photon Dynamics Inc., Markham), Medipattern Corporation (Toronto) and Segasist Technologies (Toronto). Education is another focal point of Dr. Tizhoosh's activities. He regularly organizes the "Observations and Free Inquiries" seminars to encourage dialogues on education, violence and freedom. Dr. Tizhoosh is the author of 2 books, 14 book chapters, and more than 100 journal and conference papers. He has also filed 4 patents in collaboration with WatCo (Waterlo Commercialization Office).
作者簡介(中文翻譯)
**Hamid R. Tizhoosh** 於1995年獲得德國亞琛科技大學電機工程碩士學位，主修計算機科學。他於2000年獲得德國馬格德堡大學的博士學位。他曾是歐盟項目INFOCUS和ARROW的成員，旨在改善癌症治療的放射治療技術。2001年，他在多倫多大學的知識與智能系統實驗室擔任研究助理，專注於使用智能技術進行動態頻寬分配。自2001年9月以來，他成為滑鐵盧大學系統設計工程系的教職員。他的研究範疇包括計算智能、計算機視覺和醫學影像。Tizhoosh博士擁有豐富的產業經驗。他曾與德國亞琛的智能技術管理有限公司、影像處理系統公司（Photon Dynamics Inc.，馬克漢）、Medipattern Corporation（多倫多）和Segasist Technologies（多倫多）合作。教育也是Tizhoosh博士活動的另一個重點。他定期舉辦「觀察與自由探究」研討會，以鼓勵關於教育、暴力和自由的對話。Tizhoosh博士是兩本書、14章書籍章節以及超過100篇期刊和會議論文的作者。他還與滑鐵盧商業化辦公室（WatCo）合作申請了4項專利。
