Creator: University of Minnesota
Category: Software > Computer Software > Educational Software
Topic: Math and Logic
Tag: algorithms, analysis, Data, learning, machine
Availability: In stock
Price: USD 49.00
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.
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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.