Partition function (statistical mechanics)

this one is the most embarrassing to not understand because i have heard it mentioned so many times but no one every formally taught it to me ... what im supposed to teach myself statistical quantum mechanics ???? it is really cool though so i do give it five stars i would just like to be able to understand the math part