Useful lecture notes of a previous course here.
Main references:
Casella Berger "Statistical Inference"
Gelman et.al. "Bayesian Data Analysis"
Gianluca Bontempi "Handbook on Machine Learning"
Exercise sheets:
I taught this course from 2013 to 2022 for one semester every year according to the structure of the program.