This video begins with a discussion of weak convergence of measures and the Portmanteau Theorem. We then discuss convergence for random variables including convergence in distribution, in probability, almost surely, and in Lp or in pth moment. Lastly, we state and prove the Borel-Cantelli lemmas, which will be very useful for proving the strong law of large numbers in lecture video 11.