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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Intermediate Level
Approx. 7 hours to complete
English
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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.
Intermediate Level
Approx. 7 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 stars55.45%
- 4 stars20%
- 3 stars9.54%
- 2 stars7.27%
- 1 star7.72%
TOP REVIEWS FROM MATRIX METHODS
by LFDec 26, 2020
Succinct, informative, efficient. Thank you, Dr. Boley.
by JDMay 31, 2020
Very good course, the questions are really challenging...
by UJMay 10, 2021
It was a great opportunity to know more abut matrices and their characteristics
by SJMar 16, 2020
Really its very informative and basic material provided. I enjoyed and learn a lot
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