Randomized Algorithms Probability
What textbooks does the course recommend? I like "Probability and Computing" by Mitzenmacher and Upfal and "Randomized Algorithms" by Motwani and Raghavan. They introduce the necessary theory from an algorithms viewpoint. I also recommend a book on inequalities, as bounding things is quite essential to the analysis of randomized algorithms. At the very least this cheat sheet.