MATH 2660: Topics in Linear Algebra

Section 110 by Minjae Park (MWF 11-11:50 in ACLC 102)

This page provides an outline of the topics, course content, and assignments for the semester. Please note that the schedule is subject to change and may be updated as the semester progresses.

WEEK DATE TOPIC MATERIALS EXTRA DUE
1 Wed, Jan 7 Introduction ๐Ÿ“ Syllabus
๐Ÿ–ฅ๏ธ Slides 01
๐Ÿ—’๏ธ Notes 01
๐Ÿ–ผ๏ธ Showcase :: Image Compression

Fri, Jan 9 Vectors and their operations (4.1) ๐Ÿ–ฅ๏ธ Slides 02
๐Ÿ—’๏ธ Notes 02
๐ŸŽฅ 3Brown1Blue :: Essence of Linear Algebra HW 0 due at 11:59 pm
2 Mon, Jan 12 Linear combinations (2.1) ๐Ÿ–ฅ๏ธ Slides 03
๐Ÿ—’๏ธ Notes 03
๐Ÿ–ผ๏ธ Vectors in 2D
๐Ÿ–ผ๏ธ Vectors in 3D


Wed, Jan 14 Matrix multiplication (2.2) ๐Ÿ–ฅ๏ธ Slides 04
๐Ÿ—’๏ธ Notes 04
๐Ÿงฎ MATLAB Online

Fri, Jan 16 Linear transformations (4.7, 6.1) ๐Ÿ–ฅ๏ธ Slides 05
๐Ÿ—’๏ธ Notes 05
๐ŸŽฅ 3Brown1Blue :: Linear transformations HW 1 due at 11:59 pm
3 Mon, Jan 19 No class - M. L. King, Jr. Day



Wed, Jan 21 Solving linear equations (1.1,1.2) ๐Ÿ–ฅ๏ธ Slides 06
๐Ÿ—’๏ธ Notes 06
๐Ÿ“– Section 1.2 of Larsonโ€™s e-book

Fri, Jan 23 Inverse matrices (2.3) ๐Ÿ–ฅ๏ธ Slides 07
๐Ÿ—’๏ธ Notes 07
๐ŸŽฅ 3Brown1Blue :: Matrix multiplication HW 2 due at 11:59 pm
4 Mon, Jan 26 Elementary matrices (2.4) ๐Ÿ–ฅ๏ธ Slides 08
๐Ÿ—’๏ธ Notes 08
๐Ÿ–ผ๏ธ Linear transformations in 2D
๐Ÿ–ผ๏ธ Linear transformations in 3D


Wed, Jan 28 Review for Quiz 1 ๐Ÿ–ฅ๏ธ Slides 09
๐Ÿ—’๏ธ Notes 09
๐Ÿ“– Practice questions from WebAssign Last day to drop with no grade/refund deadline

Fri, Jan 30 Quiz 1: Vector and matrices ๐Ÿ–ฅ๏ธ Quiz 1 on WebAssign
๐Ÿ”‘ The access code will be given at the start of the quiz


5 Mon, Feb 2 Applications - Markov chains, LU decomposition (2.4, 2.5) ๐Ÿ–ฅ๏ธ Slides 10
๐Ÿ—’๏ธ Notes 10
๐ŸŽฅ HarvardX :: Markov Chains
๐Ÿ–ผ๏ธ Markov Chains
๐Ÿ–ผ๏ธ Electric Circuits and LU decompositions


Wed, Feb 4 Vector spaces I (4.2) ๐Ÿ–ฅ๏ธ Slides 11
๐Ÿ—’๏ธ Notes 11
๐ŸŽฅ 3Brown1Blue :: Abstract vector space

Fri, Feb 6 Spanning sets (4.3) ๐Ÿ–ฅ๏ธ Slides 12
๐Ÿ—’๏ธ Notes 12


6 Mon, Feb 9 Vector spaces II (4.2, 4.3) ๐Ÿ–ฅ๏ธ Slides 13
๐Ÿ—’๏ธ Notes 13
๐Ÿ–ผ๏ธ Subspaces in 3D HW 3 due at 11:59 pm

Wed, Feb 11 Linear independence and basis (4.4, 4.5) ๐Ÿ–ฅ๏ธ Slides 14
๐Ÿ—’๏ธ Notes 14



Fri, Feb 13 Lengths and angles from dot products (5.1) ๐Ÿ–ฅ๏ธ Slides 15
๐Ÿ—’๏ธ Notes 15
๐Ÿ–ผ๏ธ Vectors in 2D
๐Ÿ–ผ๏ธ Vectors in 3D
HW 4 due at 11:59 pm
7 Mon, Feb 16 Orthogonality and Gram-Schmidt process (5.2, 5.3) ๐Ÿ–ฅ๏ธ Slides 16
๐Ÿ—’๏ธ Notes 16
๐Ÿ–ผ๏ธ Gram-Schmidt in 2D
๐Ÿ–ผ๏ธ Gram-Schmidt in 3D


Wed, Feb 18 Dot products II (5.1) ๐Ÿ–ฅ๏ธ Slides 17
๐Ÿ—’๏ธ Notes 17
๐Ÿ“ฐ Decorrelating Features using the Gram-Schmidt Process Early Alert Grade Deadline

Fri, Feb 20 Least squares approximations (5.4) ๐Ÿ–ฅ๏ธ Slides 18
๐Ÿ—’๏ธ Notes 18
๐ŸŽฅ 3Brown1Blue :: Fourier transform
๐Ÿ“ฐ What are Filtering in Frequency Domain and Fourier Transform? ๐Ÿ–ผ๏ธ Fourier Transformation for Image Processing
HW 5 due at 11:59 pm
8 Mon, Feb 23 Fundamental subspaces (4.6, 5.4) ๐Ÿ–ฅ๏ธ Slides 19
๐Ÿ—’๏ธ Notes 19



Wed, Feb 25 Determinants (3.1) ๐Ÿ–ฅ๏ธ Slides 20
๐Ÿ—’๏ธ Notes 20
๐Ÿ–ผ๏ธ Geometric Proof of the 2ร—2 Determinant ๐Ÿ–ผ๏ธ Orientation and Sign of Determinant

Fri, Feb 27 Cofactor expansions (3.2) ๐Ÿ–ฅ๏ธ Slides 21
๐Ÿ—’๏ธ Notes 21
๐Ÿ–ผ๏ธ Cofactor Expansion for 3ร—3 Determinants
๐Ÿ–ผ๏ธ Cofactor Expansion for 4ร—4 Determinants
HW 6 due at 11:59 pm
9 Mon, Mar 2 Properties of determinants (3.3) ๐Ÿ–ฅ๏ธ Slides 22
๐Ÿ—’๏ธ Notes 22



Wed, Mar 4 Review for Quiz 2 ๐Ÿ–ฅ๏ธ Slides 23
๐Ÿ—’๏ธ Notes 23
๐Ÿ“ฐ A worked example
๐Ÿ“– Practice questions from WebAssign
Deadline for request to move finals to Associate Deans

Fri, Mar 6 Quiz 2: Vector spaces and determinants ๐Ÿ–ฅ๏ธ Quiz 2 on WebAssign
๐Ÿ”‘ The access code will be given at the start of the quiz


10 Mon, Mar 9 No class - Spring break



Wed, Mar 11 No class - Spring break



Fri, Mar 13 No class - Spring break
๐ŸŽ‰ Happy Pi Day!
๐ŸŽฅ 3Brown1Blue :: Why colliding blocks compute ฯ€
Mid-semester Feedback
11 Mon, Mar 16 Post Spring Break Review ๐Ÿ–ฅ๏ธ Slides 24
๐Ÿ—’๏ธ Notes 24
๐ŸŽฅ KoothBrush :: All of linear algebra

Wed, Mar 18 Applications of determinants (3.4, 5.5) ๐Ÿ–ฅ๏ธ Slides 25
๐Ÿ—’๏ธ Notes 25
๐ŸŽฅ 3Brown1Blue :: Cross products

Fri, Mar 20 Eigenvalues I (7.1) ๐Ÿ–ฅ๏ธ Slides 26
๐Ÿ—’๏ธ Notes 26
๐Ÿ–ผ๏ธ Eigenvectors and eigenvalues HW 7 due at 11:59 pm
12 Mon, Mar 23 Eigenvalues II (7.1, 7.3) ๐Ÿ–ฅ๏ธ Slides 27
๐Ÿ—’๏ธ Notes 27
๐ŸŽฅ 3Brown1Blue :: Eigenvectors and eigenvalues

Wed, Mar 25 Diagonalizing a matrix (7.2, 7.3) ๐Ÿ–ฅ๏ธ Slides 28
๐Ÿ—’๏ธ Notes 28
๐Ÿ–ผ๏ธ Matrix Diagonalization

Fri, Mar 27 Solving linear differential equations (7.4) ๐Ÿ–ฅ๏ธ Slides 29
๐Ÿ—’๏ธ Notes 29

HW 8 due at 11:59 pm
13 Mon, Mar 30 Complex matrices (8.1, 8.3) ๐Ÿ–ฅ๏ธ Slides 30
๐Ÿ—’๏ธ Notes 30



Wed, Apr 1 Singular value decompositions ๐Ÿ–ฅ๏ธ Slides 31
๐Ÿ—’๏ธ Notes 31
๐Ÿ“– Cleve Moler :: Eigenvalues and singular values with Matlab
๐Ÿ–ผ๏ธ Singular Value Decomposition in 2D
๐Ÿ–ผ๏ธ Singular Value Decomposition in 3D


Fri, Apr 3 Applications of SVD ๐Ÿ–ฅ๏ธ Slides 32
๐Ÿ—’๏ธ Notes 32
๐Ÿ–ผ๏ธ Digit Recognition HW 9 due at 11:59 pm
14 Mon, Apr 6 Principal value analysis ๐Ÿ–ฅ๏ธ Slides 33
๐Ÿ—’๏ธ Notes 33
๐Ÿ“ฐ Analytics Vidhya :: The Math of PCA
๐Ÿ“ฐ Explained Visually :: PCA


Wed, Apr 8 Review for Quiz 3 ๐Ÿ–ฅ๏ธ Slides 34
๐Ÿ—’๏ธ Notes 34
๐Ÿ“ฐ Quiz 3 review questions
๐Ÿ“– Further practice questions from WebAssign


Fri, Apr 10 Quiz 3: Eigenvalues and eigenvectors ๐Ÿ–ฅ๏ธ Quiz 3 on WebAssign
๐Ÿ”‘ The access code will be given at the start of the quiz


15 Mon, Apr 13 Image processing: hands-on ๐Ÿ–ฅ๏ธ Slides 35
๐Ÿ—’๏ธ Notes 35
โŒจ๏ธ Matlab Demo

Wed, Apr 15 Balancing equations ๐Ÿ–ฅ๏ธ Slides 36
๐Ÿ—’๏ธ Notes 36
โŒจ๏ธ Matlab Demo
๐ŸŽฅ Veritasium :: Spring Paradox


Fri, Apr 17 Gradient decent ๐Ÿ–ฅ๏ธ Slides 37
๐Ÿ—’๏ธ Notes 37
โŒจ๏ธ Matlab Demo
๐ŸŽฅ 3Brown1Blue :: Gradient Descent
Last day to withdraw with a โ€œWโ€
16 Mon, Apr 20 Final Review I ๐Ÿ–ฅ๏ธ Slides 38
๐Ÿ—’๏ธ Notes 38
๐Ÿ–ผ๏ธ Overview AU eValuate opens

Wed, Apr 22 Final Review II ๐Ÿ–ฅ๏ธ Slides 38
๐Ÿ—’๏ธ Notes 38
๐Ÿ“ฐ Final review questions

Fri, Apr 24 Final (1/2): Comprehensive exam ๐Ÿ–ฅ๏ธ Final (1/2) on WebAssign
๐Ÿ”‘ The access code will be given at the start of the exam

HW 10 due at 11:59 pm
17 Mon, Apr 27 Final Exam ๐Ÿ—’๏ธ Handwwritten exam (10:30 am โ€“ 12:30 pm) in the same classroom
AU eValuate closes

Wed, Apr 29 Deadline for all assignments

Bonus 1 due at 11:59 pm
Bonus 2 due at 11:59 pm

Fri, May 1 Final letter grade review by May 3 (Sun)