The presentation by Tahreem Suhail explains what metadata is, defining it as data that describes and provides context for other data. It outlines examples of metadata and categorizes it into three types: administrative, which manages data access; descriptive, which identifies key characteristics; and structural, which details the organization and relationships within data.