Linear Discriminant Analysis

Suppose that we model each class density as multivariate Gaussian, in practice we do not know the parameters of the Gaussian distributions, and will need to 

estimate them using our training data:

π_k=N_k/N, where N_k is the number of class-k observations;

μ_k=Σ_gi=k x_i/N_k;