Mathematical Matrix Methods lie at the root of most methods of machine learning and data analysis of tabular data. Learn the basics of Matrix Methods, including matrix-matrix multiplication, solving linear equations, orthogonality, and best least squares approximation. Discover the Singular Value Decomposition that plays a fundamental role in dimensionality reduction, Principal Component Analysis, and noise reduction. Optional examples using Python are used to illustrate the concepts and allow the learner to experiment with the algorithms.
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Matrix Methods
University of MinnesotaAbout this Course
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Coursera Labs
Includes hands on learning projects.
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Approx. 6 hours to complete
English
Could your company benefit from training employees on in-demand skills?
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Reset deadlines in accordance to your schedule.
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Coursera Labs
Includes hands on learning projects.
Learn more about Coursera Labs Intermediate Level
Approx. 6 hours to complete
English
Could your company benefit from training employees on in-demand skills?
Try Coursera for BusinessOffered by
Syllabus - What you will learn from this course
1 hour to complete
Matrices as Mathematical Objects
1 hour to complete
3 videos (Total 11 min), 2 readings, 3 quizzes
2 hours to complete
Matrix Multiplication and other Operations
2 hours to complete
3 videos (Total 14 min), 2 readings, 3 quizzes
1 hour to complete
Systems of Linear Equations
1 hour to complete
4 videos (Total 15 min), 3 readings, 4 quizzes
2 hours to complete
Linear Least Squares
2 hours to complete
4 videos (Total 16 min), 2 readings, 5 quizzes
Reviews
- 5 stars55.85%
- 4 stars19.81%
- 3 stars9.45%
- 2 stars7.20%
- 1 star7.65%
TOP REVIEWS FROM MATRIX METHODS
by LFDec 26, 2020
Succinct, informative, efficient. Thank you, Dr. Boley.
by RMMay 26, 2020
Couresa is very helpful of learning skill about matrix .this is very helpful for me
by SJMar 16, 2020
Really its very informative and basic material provided. I enjoyed and learn a lot
by MApr 20, 2020
Its a very good experience for me and it helps me to learn new topics and known new matters.
Thank You Coursera.
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