Linear Models for Regression & Classification

Linear Models for Regression & Classification

Agenda
Simple Linear Regression using Ordinary Least Squares
Gradient Descent Algorithm
Regularized Regression Methods - Ridge, Lasso, ElasticNet
Logistic Regression for Classification
OnLine Learning Methods - Stochastic Gradient Descent & Passive Aggrasive
Robust Regression - Dealing with outliers & Model errors
Polynomial Regression
Bias-Variance Tradeoff