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出版商:
Springer
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出版日期:
2025-08-31
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售價:
$4,020
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貴賓價:
9.5 折
$3,819
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語言:
英文
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頁數:
266
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裝訂:
Hardcover - also called cloth, retail trade, or trade
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ISBN:
3031918150
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ISBN-13:
9783031918155
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相關分類:
Machine Learning
商品描述
This textbook provides semester-length coverage of pattern recognition/classification, accessible to everyone who would like to understand how pattern recognition and machine learning works. It explores the most commonly used classification methods in an intelligible way. Unlike other books available for this course, this one explains from top to bottom each method with all needed details. Every method described is explained with examples in Python. The presentation is designed to be highly accessible to students from a variety of disciplines, with no experience in machine learning. Each chapter contains easy to understand code samples, as well as exercises to consolidate and test knowledge.
商品描述(中文翻譯)
這本教科書提供了學期長度的模式識別/分類內容,適合所有希望了解模式識別和機器學習運作方式的人。它以易於理解的方式探討了最常用的分類方法。與其他可用於此課程的書籍不同,本書從頭到尾詳細解釋每種方法,並提供所有必要的細節。每種描述的方法都用 Python 範例進行說明。這本書的呈現方式旨在讓來自不同學科的學生都能輕鬆理解,即使他們沒有機器學習的經驗。每一章都包含易於理解的程式碼範例,以及鞏固和測試知識的練習題。
作者簡介
Maciej J. Ogorzalek is Professor of Electrical Engineering and Computer Science and Head of the Department of Information Technologies, Jagiellonian University Krakow, Poland ‐ the oldest (1364) and most prestigious higher education institution in the country. He held many visiting positions in Denmark, Switzerland, Germany, Spain, Japan, Hong Kong. 2006‐2009 he held the Chair of Biosignals and Systems, Hong Kong Polytechnic University under the Distinguished Scholars Scheme. His research interests include nonlinear circuits and systems, bio‐medical signal processing, analysis and design of next generation 3D integrated circuits. Author or co‐author of over 250 technical papers published in journals, book chapters and conference proceedings, author of the book Chaos and Complexity in Nonlinear Electronic Circuits (World Scientific, 1997). He served as Editor‐in‐Chief of the Circuits and Systems Magazine 2004‐2007, Associate Editor for the IEEE Transactions on Circuits and Systems Part I, 1993‐1995 and 1999‐2001, he was elected Member of the Editorial Board Proceedings of the IEEE 2004‐2009. He serves also as an Associate Editor ‐ Journal of the Franklin Institute (1997 ‐ ), Member of the Editorial board of the International Journal of Circuit Theory and Applications (2000 ‐ ) and Member of the Editorial Board of the NOLTA Journal (Japan). Dr. Ogorzalek is IEEE Fellow (1997). He served the IEEE Circuits and Systems Society including 2008 Society President. He was CAS Society Distinguished Lecturer (2004‐2005) and received the 2002 Guillemin‐Cauer Award and IEEE‐CAS Golden Jubilee Award. He has been Chair of several conferences, including ECCTD (2003), NOLTA (2009‐2010), Special Session Chair ISCAS (2000).
作者簡介(中文翻譯)
Maciej J. Ogorzalek 是波蘭克拉科夫雅蓋隆大學電機工程與計算機科學教授及資訊技術系主任,該校是波蘭最古老(1364年)且最具聲望的高等教育機構。他曾在丹麥、瑞士、德國、西班牙、日本和香港擔任多個訪問職位。2006年至2009年,他在香港理工大學擔任生物信號與系統講座教授,根據傑出學者計畫任職。他的研究興趣包括非線性電路與系統、生物醫學信號處理、下一代3D集成電路的分析與設計。他是超過250篇技術論文的作者或合著者,這些論文發表在期刊、書籍章節和會議論文集中,並著有《非線性電子電路中的混沌與複雜性》(World Scientific, 1997)一書。他曾擔任《電路與系統雜誌》的主編(2004-2007),並擔任《IEEE電路與系統期刊第一部分》的副編輯(1993-1995及1999-2001),於2004-2009年當選為《IEEE會議論文集》編輯委員會成員。他還擔任《富蘭克林學會期刊》的副編輯(1997年至今)、《國際電路理論與應用期刊》編輯委員會成員(2000年至今)以及《NOLTA期刊》(日本)的編輯委員會成員。Ogorzalek博士是IEEE Fellow(1997年)。他曾服務於IEEE電路與系統學會,包括2008年學會會長。他是CAS學會的傑出講者(2004-2005),並獲得2002年Guillemin-Cauer獎和IEEE-CAS金禧獎。他曾擔任多個會議的主席,包括ECCTD(2003年)、NOLTA(2009-2010年)、ISCAS特別會議主席(2000年)。