03 Matrix as a Change of Basis

Singular Value Decomposition explicitly shows what a matrix does; change the basis, do the linear transform, and change the basis again

02 Matrix as a Linear Operator

For a given basis, a matrix represents a linear operator that stretches and rotate the coordinate space

01 Length, Angle and Area

How length, angle and area(volume) are defined in linear algebra

ISL 09 Support Vector Machine

ISL 08 Tree Based Methods and Boosting

ISL 07 Nonlinear Regression

ISL 06 Model Selection and Regularization