Agency simply means that the loan is backed by either Fannie Mae of Freddie Mac. These loans typically have lower interest rates than non-Agency loan programs, but are more difficult to qualify for.
As the word "non-conforming" word already states, a non-conforming mortgage is a mortgage that does not adhere to conforming and or federal lending standards. An FHA- loan and a conventional loan are...