Due to the size of the class, the exam will be mostly multiple choice questions with one, or possibly two, open text questions. As mentioned during the last class, it will focus on the topics summarized on slides 7 to 24 of the final lecture. If you understand what those slides mean, you should do well. If you don't I highly recommend the chapters of the Bishop book that cover them.
And to repeat something that was already said: On the course webpage, all the items that are indented to the right are links to additional material that I have used to prepare the lectures and that you can refer to if you want more details than what is on the slides. However, the exam itself will focus on the above-mentioned topics.