R.stuff

Basically a few examples of practical statistics using R. I have uploaded both the R and the .pdf compiled notebook.

The exercises cover a moderately wide and fairely common range of topics (list below) and are heavily inspired on the material provided by the ETH course "Computational Statistics" held in Spring 2020, and on the ISLR book.

In the notebooks you will find code and plain english explanatory sections, but most importantly you will find a lot of nice plots (a few anticipations follow)!

Topics

In a not meaningful order:

1. Linear regression: here and here
2. Classification with KNN: notebook
3. Non linear estimators: notebook
4. (Mainly non-parametric) bootstrap: notebook
5. Model assessment: notebook
6. Model selection: notebook
7. Hypothesis testing: notebook