Exercises are available here as HTML, and Rmd (R Markdown files, best opened in RStudio format).

Title Formats
Nonlinear timeseries Rmd HTML
Bivariate time series and ti Rmd HTML
Markov random field smooths Rmd HTML
Spatial modelling Rmd HTML Rmd solutions HTML solutions
Spatiotemporal modelling Rmd HTML
Linear functionals Rmd

Other course materials

Source code for all slides and additional code etc can be found on GitHub.