Formulas in the exam

We have got several questions regarding the exam and to which degree you have remember formulas, in particular from the part on supervised learning. I have made a document trying to answer

- formulas you have to know, and formulas you don't need to remember

- how to interpret some formulas

- relationships between various learning algorithms<