Numerical Methods for Engineering and Data Science
暫譯: 工程與數據科學的數值方法
Wuthrich, Rolf, El Ayoubi, Carole
- 出版商: CRC
- 出版日期: 2025-05-22
- 售價: $5,760
- 貴賓價: 9.5 折 $5,472
- 語言: 英文
- 頁數: 18
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032200693
- ISBN-13: 9781032200699
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相關分類:
Data Science
尚未上市，無法訂購
相關主題
商品描述
Numerical Methods for Engineering and Data Science guides students in implementing numerical methods in engineering and in assessing their limitations and accuracy, particularly using algorithms from the field of machine learning.
The textbook presents key principles building upon the fundamentals of engineering mathematics. It explores classical techniques for solving linear and nonlinear equations, computing definite integrals and differential equations. Emphasis is placed on the theoretical underpinnings, with an in-depth discussion of the sources of errors, and in the practical implementation of these using Octave. Each chapter is supplemented with examples and exercises designed to reinforce the concepts and encourage hands-on practice. The second half of the book transitions into the realm of machine learning. The authors introduce basic concepts and algorithms, such as linear regression and classification. As in the first part of this book, a special focus is on the solid understanding of errors and practical implementation of the algorithms. In particular, the concepts of bias, variance, and noise are discussed in detail and illustrated with numerous examples.
This book will be of interest to students in all areas of engineering, alongside mathematicians and scientists in industry looking to improve their knowledge of this important field.
商品描述(中文翻譯)
《工程與數據科學的數值方法》指導學生在工程中實施數值方法，並評估其限制和準確性，特別是使用機器學習領域的算法。
本教科書呈現了建立在工程數學基礎上的關鍵原則。它探討了解決線性和非線性方程、計算定積分和微分方程的經典技術。重點放在理論基礎上，深入討論誤差來源，以及使用 Octave 實際實施這些方法。每一章都附有示例和練習，旨在加強概念並鼓勵實踐操作。本書的後半部分轉向機器學習領域。作者介紹了基本概念和算法，如線性回歸和分類。與本書的第一部分一樣，特別強調對誤差的深入理解和算法的實際實施。特別是，對偏差、方差和噪聲的概念進行了詳細討論，並用大量示例進行說明。
本書將吸引所有工程領域的學生，以及希望提高對這一重要領域知識的行業數學家和科學家。
作者簡介
Carole El Ayoubi, PhD, an accomplished engineering professional, currently serves as the Director of Education at the Concordia Institute of Aerospace Design and Innovation (CIADI). In this pivotal role, she also spearheads two undergraduate programs, namely Mechanical Engineering and Aerospace Engineering. She is also a senior lecturer in the Department of Mechanical, Industrial, and Aerospace Engineering at Concordia University. Dr. El Ayoubi earned her PhD. in mechanical engineering, specializing in aerospace applications, from Concordia University in 2014. With a rich background as an aerodynamics engineer at Pratt & Whitney Canada prior to her doctoral pursuits, she brings invaluable industry experience to her academic leadership. Dr. El Ayoubi is dedicated to fostering multidisciplinary teaching methods and elevating the standards of aerospace education at Concordia University. Passionate about accessibility in higher education, Dr. El Ayoubi firmly believes in making education available to all. Her enthusiasm extends to impactful outreach activities, showcasing her dedication to inspiring the next generation of aerospace professionals.
Rolf Wuthrich, PhD, is a professor at the Department of Mechanical, Industrial and Aerospace Engineering as well as the Department of Chemical and Material Engineering at Concordia University. He earned his Master of Engineering Physics in high energy physics from the École Polytechnique Fédérale de Technologie de Lausanne (Switzerland) and his PhD in advanced manufacturing and electrochemistry from the same university in 2002. His current research focus is on advanced manufacturing and digital transformation in manufacturing, where he is leading a research laboratory on advanced manufacturing with a special focus on electrochemical technologies meeting the demand of Industry 4.0. He develops strategies involving real time data streaming, real time data processing and machine learning to enhance the performance of manufacturing processes and to reduce machining overhead. His teaching interests include numerical methods, modeling, and fundamental courses in mechanical engineering. He is heavily involved in the development of online teaching strategies.
作者簡介(中文翻譯)
Carole El Ayoubi, PhD 是一位成就卓越的工程專業人士，目前擔任康考迪亞航空設計與創新研究所（CIADI）的教育主任。在這個關鍵角色中，她還負責兩個本科專業，即機械工程和航空工程。她同時也是康考迪亞大學機械、工業及航空工程系的高級講師。El Ayoubi 博士於2014年在康考迪亞大學獲得機械工程博士學位，專攻航空應用。在攻讀博士學位之前，她曾在普惠加拿大擔任空氣動力學工程師，擁有豐富的行業經驗，為她的學術領導帶來了寶貴的資源。El Ayoubi 博士致力於促進多學科教學方法，提升康考迪亞大學的航空教育標準。她對高等教育的可及性充滿熱情，堅信教育應該對所有人開放。她的熱忱延伸至有影響力的外展活動，展現了她激勵下一代航空專業人士的承諾。
Rolf Wuthrich, PhD 是康考迪亞大學機械、工業及航空工程系以及化學與材料工程系的教授。他在瑞士洛桑聯邦理工學院獲得高能物理的工程物理碩士學位，並於2002年在同一所大學獲得先進製造與電化學的博士學位。他目前的研究重點是先進製造和製造業的數位轉型，並領導一個專注於滿足工業4.0需求的電化學技術的先進製造研究實驗室。他開發涉及實時數據流、實時數據處理和機器學習的策略，以提升製造過程的性能並減少加工開銷。他的教學興趣包括數值方法、建模以及機械工程的基礎課程。他積極參與在線教學策略的發展。
