It's in the Constitution for a reason.
While a presidential pardon will restore various rights lost as a result of the pardoned offense and should lessen, to some extent, the stigma arising from a conviction, it will not erase or expunge the record of your conviction.
https://www.justice.gov/pardon/file/898541/dl