Statistical Learning Methods 223491-D
Laboratorium (LAB) Semestr letni 2023/24

Introduction to Statistical Learning

Elements of predictive modeling.

Classifier evaluation techniques.

Advanced algorithms for building robust predictive models

Methods of selection of forecasting model formula.

Nonparametric regression models.

Classic machine learning techniques: CART

Classic machine learning techniques: artificial neural nets.

Causality: introduction

Causality: algorithms.

Unsupervised learning algorithms

Predictive modeling - business applications.