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.
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 BusinessFlexible deadlines
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 AVAug 31, 2022
This has been a helpful course. I had the chance to learn about practical applications of matrices.
by SJMar 16, 2020
Really its very informative and basic material provided. I enjoyed and learn a lot
by UJMay 10, 2021
It was a great opportunity to know more abut matrices and their characteristics
by DKJul 25, 2020
Course is well designed and gives application knowledge of matrices and decomlosition of matrix by SVD method.
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