Cluster analysis and customer ranking

Data visualization

Credit default prediction using logistic regression, Lasso, GAM and kNN

Data visualization and exploration of credit default

Credit risk assessment using support vector machine (SVM)

Linear regression and regularized regression: step by step example

Human activity recognition Reference: Jorge-L. Reyes-Ortiz, Luca Oneto, Albert Samà, Xavier Parra, Davide Anguita. Transition-Aware Human Activity Recognition Using Smartphones. Neurocomputing. Springer 2015.

Decision tree, random forest and gradient boosting: step-by-step example

Application of Generalized additive models (GAMs) in detecting diabetes

Prediction of the onset of diabetes by applying logistic regression model