Lectures and Exercises

Computational Science: Reproducible Data Science and Statistical Learning

Lecture 1

Introduction to supervised learning

Regression

Exercise 1

Lecture 2

Generalised Linear Models

Exercise 2

Lecture 3

Hierarchical Models and Testing

Exercise 3

Lecture 4

Resampling Methods

Exercise 4

Lecture 5

Model Selection

Exercise 5