I will use Capinski and Kopp, Measure, Integral and Probability for the first part, but you can substitute it by any other book you have on measure theory. For the second part, I will use Billingsley, Convergence of Probability Measures and Parthasarathy, Probability Measures on Metric Spaces (Chapters 1 and 2 of each book).