We will mostly follow chapters 4, 5, 6 of these lecture notes by Amir Dembo.
Additional standard textbooks that can be useful as reference are:
P. Billingsley, Probability and Measure
R. Durrett, Probability : Theory and Examples
D. Williams, Probability with Martingales