Here's how you can remember it:
* Faculté is similar to words like "université" and "école", which are also feminine.
* You can use the feminine article "la" before "faculté": "la faculté de médecine" (the faculty of medicine).
So, the correct way to say "the faculty" in French is "la faculté".