This lecture by Emre Telatar covers the topic of binary hypothesis testing, focusing on the setup of two hypotheses, decision rule design, and the concept of maximizing probabilities. The lecture delves into the process of testing binary hypotheses and the importance of decision rules in statistical analysis.