Probabilistic Linear RegressionExplores probabilistic linear regression, covering joint and conditional probability, ridge regression, and overfitting mitigation.
Sparse RegressionCovers the concept of sparse regression and the use of Gaussian additive noise in the context of MAP estimator and regularization.