Link to the course page for all the relevant material: https://subrahmanyamgorthi.weebly.com/machine-learning-for-image-processing.html
In this lecture, linear classifiers are discussed in detail. Mathematical inference of linear classifiers along with derivation for the distance of the point from the decision plane and distance of the decision plane from the origin are presented in this lecture.
Video Index:
00:00 - Answers for the problem in the last lecture
04:45 - Linear classifiers
13:50 - Mathematical inference of Linear Classifiers
21:15 - Calculating the distance of a feature vector from the decision plane
30:00 - Calculating the distance of the decision plane from origin 'd'
37:20 - Observations from this lecture