Good sources to understand Stat Mech with concepts
I highly recommend Molecular Driving Forces by Dill &amp; Bromberg. 

https://books.google.com/books/about/Molecular_Driving_Forces.html?id=hdeODhjp1bUC

Contains many examples throughout to help with conceptual and mathematical understanding.