E9 205 Machine Learning for Signal Processing Linear Models for - - PowerPoint PPT Presentation

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Dec 24, 2022 14 likes •84 views

E9 205 Machine Learning for Signal Processing Linear Models for Regression and 23-09-2019 Classification Linear Regression Solution to Maximum Likelihood problem is the least squares solution Pseudo Inverse Based Solution Bishop - PRML

SLIDE 1

E9 205 Machine Learning for Signal Processing

23-09-2019

Linear Models for Regression and Classification

SLIDE 2

Linear Regression

Bishop - PRML book (Chap 3)

❖ Solution to Maximum Likelihood problem is the least

squares solution

Pseudo Inverse Based Solution

SLIDE 3

Choice of Basis Functions

SLIDE 4

Regularized Least Squares

Bishop - PRML book (Chap 3)

❖ Optimize a modified cost function

SLIDE 5

Regularized Least Squares

Bishop - PRML book (Chap 3)

SLIDE 6

Choice of Regularization Parameter

SLIDE 7