ECE 7750

Mathematical Foundations of Machine Learning

Lectures (: slides - : pdf file with annotations)

Wednesday, November 20, 2024 Estimation
Monday, November 18, 2024 Estimation
Wednesday, November 13, 2024 Estimation
Monday, November 11, 2024 Estimation
Wednesday November 06, 2024 Singular Value Decomposition and least squares
Monday, November 4, 2024 Singular Value Decomposition and least squares
Wednesday October 30, 2024 No class
Monday, October 28, 2024 Singular Value Decomposition
Wednesday, October 23, 2024 Singular Value Decomposition
Monday, October 21, 2024 Spectral theorem
Wednesday, October 16, 2024 Spectral theorem
Monday, October 7, 2024 Examples of RKHS + Similiary of matrices
Wednesday, October 2, 2024 RKHS
Monday, September 30, 2024 RKHS
Wednesday September 25, 2024 RKHS
Monday September 23, 2024 RKHS
Wednesday, September 18, 2024 Representer theorem
Monday, September 16, 2024 Regression
Wednesday, September 11, 2024 Regression
Monday, September 9, 2024 Non-orthobases
Wednesday September 4, 2024 Orthobases
Wednesday August 28, 2024 Linear approximation and orthogonality principle
Monday August 26, 2024 Norm, inner product, Hilbert spaces
Wednesday, August 21, 2024 Linear spaces
Monday August 19, 2024 Introduction and syllabus
Representations of functions

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