This lecture covers the von Neumann Extractor and its extensions, aiming to derive and analyze an optimal extractor for binary i.i.d. sequences. It introduces the concept of extraction procedures, defining them as mappings with specific properties. The lecture discusses the rate of extraction procedures and provides examples to illustrate the concepts presented.