Bayesian Inference: Part 2Explores Bayesian inference, multiclass classification, logistic regression, and linear regression inference.
Linear Models: BasicsIntroduces linear models in machine learning, covering basics, parametric models, multi-output regression, and evaluation metrics.
Real Estate Market TrendsExplores the evolution of real estate prices, hedonic models, and the UBS Swiss Real Estate Bubble Index.
Detection & EstimationCovers the fundamentals of detection and estimation theory, focusing on mean-squared error and hypothesis testing.