This lecture covers the concept of hashing tables, starting with the Birthday Lemma which analyzes the probability of injective functions. It then explains Direct-Address Tables, hashing functions, collisions, and Chained-Hash-Search. The instructor also discusses the analysis of successful and unsuccessful searches in hash tables.