Matrix Methods (Coursera)

Matrix Methods (Coursera)
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Matrix Methods (Coursera)
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.

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Optional examples using Python are used to illustrate the concepts and allow the learner to experiment with the algorithms.


Course Syllabus


Week 1 - Matrices as Mathematical Objects

Week 2 - Matrix Multiplication and other Operations

Week 3 - Systems of Linear Equations

Week 4 - Linear Least Squares

Week 5 - Singular Value Decomposition



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Course Auditing
41.00 EUR

MOOC List is learner-supported. When you buy through links on our site, we may earn an affiliate commission.