The script (lecture notes) for lectures 8/9 can be found on the wikipage for lecture 8. In that lecture, additional material about ML, MAP, and the Beta distribution was presented that can be downloaded from the main webpage (Sorry, I am still completely failing to understand how this wiki works...).