Introduction to Probability, Second Edition 2nd Edition by Joseph K. Blitzstein
By Joseph K. Blitzstein, Jessica Hwang. Probability and Counting. Conditional Probability. Random Variables and Their Distributions. Continuous Random Variables. Joint Distributions. Conditional Expectation.