The map function in Python applies a function to each element of an iterable and returns a map object. It takes two arguments: a function and an iterable. The map object returned is an iterator that can be converted into other sequence types like lists or tuples. The document provides examples of using the map function to convert string numbers to integers in a list and to calculate distances of 3D points from the origin.