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Linear Regression Methods — Full Lecture
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0:00 / 10:26
Linear Regression Methods — Full Lecture
10:26 · AI Generated · 6/28/2026
Chapters
Summary
Transcript
Chapters
Summary
Transcript
Chapters
1
What is Linear Regression?
0:00
2
Matrix Notation Refresher
0:52
3
Matrix Calculus Essentials
1:50
4
Deriving the Least Squares Solution
2:51
5
When Does the Solution Exist?
4:37
6
Generalized Linear Models (Basis Functions)
5:42
7
Ridge Regression
6:46
8
Probabilistic View: Maximum Likelihood
7:59
9
MAP Estimate → Ridge Regression
9:12
