AMATH 584
Applied Linear Algebra and Introductory Numerical Analysis

Learning Algorithms and Extracting Meaningful Features from Data

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    Least-Square Fitting Procedure

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    Different Interpolation Algorithms for Curve Fitting

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    Gradient Descent for Optimization

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    Efficient Polynomial Fitting via Lagrange Coefficients

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    Linear Programming and Feasibility Regions

Balanced Truncation: Controllability and Observability

 

Constructing linear dynamical systems with balance between observables and controllability grammians.

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