ECE 7750

Mathematical Foundations of Machine Learning

Lectures (: slides - : pdf file with annotations)

Monday August 23, 2021 Introduction
Wednesday August 25, 2021 Linear representations
Monday, August 30, 2021 Vector spaces
Wednesday, September 01, 2021 pre-Hilbert spaces
Wednesday, September 08, 2021 Hilbert spaces
Monday September 13, 2021 Orthogonality principle
Wednesday, September 15, 2021 Orthobases
Monday September 20, 2021 Orthobases
Wednesday September 22, 2021 Midterm 1
Monday September 27, 2021 Non-orthogonal bases
Wednesday, September 29, 2021 Non-orthogonal bases
Monday, October 4, 2021 Regression
Wednesday October 06, 2021 More on regression
Wednesday October 13, 2021 Representer theorem
Monday, October 18, 2021 Reproducing Kernel Hilbert Spaces
Tuesday, October 19, 2021 Office hours
Wednesday October 20, 2021 More Reproducing Kernel Hilbert Spaces
Monday, October 25, 2021 Even More Reproducing Kernel Hilbert Spaces
Wednesday, October 27, 2021 Wrapping up Reproducing Kernel Hilbert Spaces
Monday, November 1, 2021 Symmetric matrices - spectral theorem
Wednesday, November 3, 2021 Singular value decomposition
Wednesday, November 10, 2021 More singular value decomposition
Monday, November 15, 2021 Even more singular value decomposition
Wednesday, November 17, 2021 Even more singular value decomposition
Monday, November 22, 2021 Numerical considerations
Tuesday, November 23, 2021 Office hours
Monday, November 29, 2021 More numerical stuff + learning
Wednesday, December 1, 2021 Learning
Monday, December 6, 2021 More learning

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