16:39 duration 16 minutes 39 seconds
Feature Transforms and Radial Basis Functions
From Nigel Goddard
03:50 duration 3 minutes 50 seconds
Diagnostics and Multiple Regression
03:15 duration 3 minutes 15 seconds
A Probilistic View
12:16 duration 12 minutes 16 seconds
Fitting Parameters
08:16 duration 8 minutes 16 seconds
The Linear Model
04:52 duration 4 minutes 52 seconds
Preliminaries - perceptrons
01:05 duration 1 minute 5 seconds
Linear Regression Summary
03:44 duration 3 minutes 44 seconds
Feature Transformation
03:41 duration 3 minutes 41 seconds
Basis Expansion
00:36 duration 36 seconds
Multiple Regression
A Probabilistic View
03:16 duration 3 minutes 16 seconds
Problems with Outliers
06:31 duration 6 minutes 31 seconds
Fitting the Linear Model to Data
03:33 duration 3 minutes 33 seconds
Linear Algebra Formulation
01:48 duration 1 minute 48 seconds
Linear Regression Examples