Introduction to Statistical Learning with Application in R[This repo converts the lab solutions and exercise in python]

Functional Data Analysis Group

R package crs (Categorical Regression Splines)

Houses a series of projects I worked on for a course in Data Mining that I took in my Ph.D. Data Science program at UTEP in the Fall of 2022. Covers areas such as Regularized Logistic Regression, Optimization, Kernel Methods, PageRank, Kernel PCA, Association Rule Mining, Anomaly Detection, Parametric/Nonparametric Nonlinear Regression, etc.

In this tutorial I've covered the main ideas of the use of regressions splines and compared them.