A dataset is a compilation or collection of data, usually in tabular form. However, non-tabular datasets can also be compiled, as in the case of an XML file, where data appears in the form of marked-up strings of characters.
In the case of Datasets, you can
Search, Add, Edit, Export, and Delete a Dataset
Add Users and Groups to the Dataset
Edit Access Control of the Dataset