EEE126 Linear Algebra

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course based on: Introduction to Matrix Methods, Stephen Boyd

DERS UYGULAMA BELGESİ (SYLLABUS)

Weekly schedule

Week Part Topic Problem Session (PS)
1 vectors introduction, vectors (fundamentals); linear functions; norm and distance; clustering no PS
2 vectors, matrices linear independence; matrices (fundamentals); matrix examples 16:35 - 17:20
3 matrices linear equations; dynamical systems; matrix multiplication no PS
4 matrices, least squares matrix inverses; least squares (LS) 16:35 - 17:20
5 least squares LS data fitting; LS classification; multi-objective LS no PS
6   exercises and applications with numerical computing (midterm) 16:35 - 17:20
7   review and preparation for the exam (midterm) no PS
midterm week   midterm exam  
8 abstract linear algebra range and null space no PS
9 abstract linear algebra eigenvalues and eigenvectors 16:35 - 17:20
10 abstract linear algebra symmetric matrices no PS
11 abstract linear algebra singular value decomposition 16:35 - 17:20
12 advanced least squares constrained least squares no PS
13 advanced least squares nonlinear least squares 16:35 - 17:20
14 engineering applications introduction to dynamical systems and control; introduction to optimization; introduction to machine learning no PS
15   exercises and applications with numerical computing (final) 16:35 - 17:20
16   review and preparation for the exam (final) no PS

Resources

Textbooks

main textbook for the course: Introduction to Applied Linear Algebra – Vectors, Matrices, and Least Squares (Boyd&Vandenberghe)

Linear Algebra for Everyone (Strang)

Introduction to Linear Algebra, 6th ed. (Strang)

Introduction to Linear Algebra, 5th ed. (Strang)

Matrix Analysis and Applied Linear Algebra (Meyer)

Linear Algebra Done Right (Axler)

Linear Algebra Done Wrong (Treil)

Exercises/solutions collections

Additional Exercises for Introduction to Applied Linear Algebra – Vectors, Matrices, and Least Squares (Boyd&Vandenberghe)

Exercises and Problems in Linear Algebra (Erdman)

Linear Algebra for Everyone, Solutions (Strang)

Introduction to Linear Algebra, 6th ed., Solutions (Strang)

Introduction to Linear Algebra, 5th ed., Solutions (Strang)

Youtube playlists (courses/video sets on linear algebra)

Introduction to Applied Linear Algebra (Boyd)

Linear Algebra (Strang)

Essence of Linear Algebra (3Blue1Brown)

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