Math Foundations of Al & ML
There is assignment now
And need teaching related to the following topics
Linear algebra, vector spaces
Groups, vector spaces, inner products
Orthogonal projections onto vector subspaces
Random variables
Latent variables, models, mixture models,
Expectation-Maximisation algorithm, E-M algo for mixture of univariate Gaussians
Statistical Learning theory
: Frolistia proxim he correct (PAC) learning,
Expected risk minimization (ERM)
• Realisable PAC vs Agnostic PAC