This lecture covers the proof of the martingale convergence theorem, demonstrating the convergence of a sequence of random variables in L2 space. The instructor explains the steps to prove the convergence of the martingale sequence and the conditions required for the convergence to a random variable M infinity. The lecture concludes with the verification of the conditional expectation of M infinity given fn, emphasizing the importance of the Martingale being closed at infinity.