Practical Neural Networks in Python and MATLAB
暫譯: Python 與 MATLAB 實用神經網絡

Zhang, Chunwei, Li, Tianpeng, Dai, Ying

  • 出版商: Springer
  • 出版日期: 2026-04-24
  • 售價: $3,450
  • 貴賓價: 9.5$3,277
  • 語言: 英文
  • 頁數: 167
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 303214745X
  • ISBN-13: 9783032147455
  • 相關分類: DeepLearningPythonMatlab
  • 海外代購書籍(需單獨結帳)

商品描述

A Comprehensive Guide to Theory and Implementation.

Bridging the gap between theory and practice with this extensive guide to neural networks, featuring parallel implementations in both Python and MATLAB.

Navigating the complex landscape of neural networks requires not only a firm grasp of theoretical foundations but also the practical skills to implement them effectively. Practical Neural Networks in Python and MATLAB is designed to be a definitive resource, offering a unique dual-language approach to mastering these powerful models.

Key Features:

  • A Dual-Language, Integrated Approach
  • Comprehensive Coverage of Algorithms and Architectures
  • Practical, Code-Oriented Learning
  • Real-World Application and Case Studies.

This Book is Ideal For:

  • University students and researchers in Computer Science, Artificial Intelligence, Engineering, and related fields.
  • R&D engineers and scientists working in algorithm development, data analysis, and intelligent systems.
  • Any practitioner seeking a thorough, hands-on understanding of neural networks with the flexibility to work in both Python and MATLAB environments.

In essence, Practical Neural Networks in Python and MATLAB serves as an invaluable companion for anyone looking to deepen their expertise in neural networks. It is more than a textbook; it is a practical toolkit designed to accelerate your research, enhance your projects, and provide a clear, comprehensive reference for the key architectures and algorithms shaping the field of AI today.

商品描述(中文翻譯)

理論與實作的綜合指南。

這本全面的神經網絡指南彌合了理論與實踐之間的鴻溝,並提供了在 Python 和 MATLAB 中的平行實作。

導航神經網絡的複雜領域不僅需要對理論基礎有堅實的掌握,還需要具備有效實作的實際技能。Python 和 MATLAB 中的實用神經網絡旨在成為一個權威資源,提供獨特的雙語方法來掌握這些強大的模型。

主要特色:

  • 雙語整合方法
  • 全面涵蓋演算法和架構
  • 實用的以程式碼為導向的學習
  • 真實世界的應用和案例研究。

本書適合對象:

  • 計算機科學、人工智慧、工程及相關領域的大學學生和研究人員。
  • 從事演算法開發、數據分析和智能系統的研發工程師和科學家。
  • 任何尋求深入了解神經網絡的實務工作者,並希望在 Python 和 MATLAB 環境中靈活運用。

總之,Python 和 MATLAB 中的實用神經網絡是任何希望深化神經網絡專業知識的人的寶貴夥伴。它不僅僅是一本教科書;它是一個實用工具包,旨在加速您的研究、增強您的項目,並提供清晰、全面的參考,涵蓋當今塑造人工智慧領域的關鍵架構和演算法。

作者簡介

Prof. Dr. Chunwei Zhang is the Chair Distinguished Professor at Shenyang University of Technology, China. He is the Founding Director of the Multidisciplinary Center for Infrastructure Engineering at Shenyang University of Technology, and the Founding Director of the Structural Vibration Control Research Group at Qingdao University of Technology. His research achievement and worldwide impact have been highly recognized by the international academia society, as evidenced by the continuous inclusions into the top global rankings, e.g. Clarivate, Elsevier, and Stanford etc. His inventions have been implemented into engineering practice, e.g. the active control system for the Canton Tower etc. He has received many prestigious national and international awards for excellence in research. His research area includes Engineering, AI, Mechanics, Materials and many crossing/inter-disciplines.

Mr. Tianpeng Li is a PhD student at Shenyang University of Technology, China. His research area is active control for structures.

Ms. Ying Dai is a PhD student at Northeastern University, China. Her research area is laser illumination, inorganic luminescent materials and simulations.

Prof. Dr. Li Sun is appointed as the Distinguished Professor at Shenyang Jianzhu University by the Ministry of Education of China. She was the Visiting Professor at Curtin University (Australia), Nanyang Technological University (Singapore), and Hong Kong Polytechnic University etc. She has received many prestigious academic titles, including the China Bai-Qian-Wan Talent (Bai Level), Endeavour Fellow of Australia, Distinguished Professor of Liaoning Province, Leader of Innovation Teams of Liaoning Provincial Universities, Outstanding Teacher of Liaoning Province etc. She has won many national, provincial and ministerial level scientific and technological awards as leaders or participants.

Prof. Dr. Ardashir Mohammadzadeh is a Professor and Supervisor of graduate students at Sakarya University, and Shenyang University of Technology, in the field of intelligent control systems. He earned his PhD from University of Tabriz, Azerbaijan, Iran, in 2016. Over his career, Prof. Mohammadzadeh has made substantial contributions to advanced fuzzy logic systems, hybrid control strategies, fault-tolerant control for complex nonlinear and cyber-physical systems, and intelligent systems/controllers for medical applications.

作者簡介(中文翻譯)

張春偉教授是中國瀋陽工業大學的特聘教授。他是瀋陽工業大學多學科基礎設施工程中心的創始主任,以及青島科技大學結構振動控制研究小組的創始主任。他的研究成就和全球影響力受到國際學術界的高度認可,這從他持續入選全球頂尖排名(如Clarivate、Elsevier和Stanford等)可見一斑。他的發明已被應用於工程實踐中,例如廣州塔的主動控制系統等。他因在研究方面的卓越表現獲得了許多國內外的知名獎項。他的研究領域包括工程、人工智慧、力學、材料及多個交叉/跨學科領域。

李天鵬先生是中國瀋陽工業大學的博士生。他的研究領域是結構的主動控制。

戴瑩女士是中國東北大學的博士生。她的研究領域是激光照明、無機發光材料和模擬。

孫莉教授被中國教育部任命為瀋陽建築大學的特聘教授。她曾擔任澳大利亞科廷大學、新加坡南洋理工大學和香港理工大學等的訪問教授。她獲得了許多知名的學術頭銜,包括中國百千萬人才(百級)、澳大利亞的Endeavour Fellow、遼寧省特聘教授、遼寧省高校創新團隊負責人、遼寧省優秀教師等。她作為領導者或參與者獲得了許多國家、省級和部級的科學技術獎項。

阿爾達希爾·穆罕默德扎德教授是薩卡里亞大學和瀋陽工業大學的教授及研究生導師,專注於智能控制系統領域。他於2016年在伊朗阿塞拜疆的塔布里茲大學獲得博士學位。在他的職業生涯中,穆罕默德扎德教授對先進模糊邏輯系統、混合控制策略、複雜非線性和網絡物理系統的容錯控制,以及醫療應用的智能系統/控制器做出了重要貢獻。