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Online Course

Matrix Methods

University of Minnesota via Coursera

25
Found in Mathematics
  • Provider Coursera
  • Cost Free Online Course (Audit)
  • Session Upcoming
  • Language English
  • Certificate Paid Certificate Available
  • Effort 7 hours worth of material
  • Duration 5 weeks long
  • Learn more about MOOCs

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Overview

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.

Syllabus

Matrices as Mathematical Objects

Matrix Multiplication and other Operations

Systems of Linear Equations

Linear Least Squares

Singular Value Decomposition

Taught by

Daniel Boley

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