In this module, we will introduce generalized linear models (GLMs) through the study of binomial data. In particular, we will motivate the need for GLMs; introduce the binomial regression model, ...
k-Nearest Neighbors (k-NN): A nonparametric method used for classification and regression that predicts the value of a point based on the values of its nearest neighbors. This Nature Research ...
Multiple linear regression; logistic regression; pitfalls and diagnostics; nonparametric and nonlinear regression and classification such as trees, nearest neighbors, neural networks, and ensemble ...