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課程名稱 |
數值線性代數
Numerical Linear Algebra |
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開課學期 |
110-1 |
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授課對象 |
理學院 應用數學科學研究所 |
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授課教師 |
王偉仲 |
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課號 |
MATH5411 |
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課程識別碼 |
221 U4210 |
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班次 |
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學分 |
3.0 |
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全/半年 |
半年 |
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必/選修 |
必修 |
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上課時間 |
星期四2,3,4(9:10~12:10) |
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上課地點 |
天數202 |
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備註 |
總人數上限：40人 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1101nla |
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課程簡介影片 |
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核心能力關聯 |
本課程尚未建立核心能力關連 |
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課程大綱
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為確保您我的權利,請尊重智慧財產權及不得非法影印
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課程概述 |
課程網站請見：https://sites.google.com/view/nla2021 |
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課程目標 |
T課程網站請見：https://sites.google.com/view/nla2021 |
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課程要求 |
課程網站請見：https://sites.google.com/view/nla2021 |
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預期每週課後學習時數 |
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Office Hours |
另約時間 |
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指定閱讀 |
[S] "Linear Algebra and Learning from Data" by Gilbert Strang, ISBN: 9780692196380, 2019
https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/index.htm
[BV] "Introduction to Applied Linear Algebra – Vectors, Matrices, and Least Squares" by Stephen Boyd and Lieven Vandenberghe
http://vmls-book.stanford.edu/
[TB] "Numerical Linear Algebra" by Lloyd N. Trefethen and David Bau III, SIAM |
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參考書目 |
Required
[S] "Linear Algebra and Learning from Data" by Gilbert Strang, ISBN:
9780692196380, 2019
https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-
signal-processing-and-machine-learning-spring-2018/index.htm
[BV] "Introduction to Applied Linear Algebra – Vectors, Matrices, and Least
Squares" by Stephen Boyd and Lieven Vandenberghe
http://vmls-book.stanford.edu/
[TB] "Numerical Linear Algebra" by Lloyd N. Trefethen and David Bau III, SIAM
Optional
"Mathematics for Machine Learning" by Marc Peter Deisenroth, A. Aldo Faisal, and
Cheng Soon Ong, 2020 (https://mml-book.com)
"Linear Algebra for Everyone" by Gilbert Strang, ISBN 978-1-7331466-3-0, 2020
"Applied Numerical Linear Algebra" by James W. Demmel, SIAM, 1997
"Matrix Computations", Fourth Edition, Gene H. Golub and Charles F. Van Loan,
SIAM, 2013
Iterative Methods for Sparse Linear Systems, 2nd Edition, Yousef Saad, 2003
(http://www-users.cs.umn.edu/~saad/IterMethBook_2ndEd.pdf)
Templates for the Solution of Linear Systems: Building Blocks for Iterative
Methods, 2nd Edition, Richard Barrett et al., SIAM, 1994
大型線性系統與特徵值問題 http://ocw.lib.ntnu.edu.tw/course/view.php?id=190 |
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評量方式
(僅供參考) |
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No. |
項目 |
百分比 |
說明 |
|
1. |
Homework |
30% |
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2. |
Midterm |
30% |
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3. |
Project |
30% |
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4. |
課堂討論，課堂報告 |
10% |
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