ELI5: Explain Like I'm 5

Linear map

A linear map is like a sort of machine that takes one set of things and changes them into another set of things. For example, it can take the numbers 1,2,3 and change them into 4,5,6. This can be very useful if you want things in one form, but they are not currently in that form.