Usually it requires you to be a first time home buyer, which I'm sure you are, and allows for a down payment as low as 3% of the total cost rather than a standard 20%.

The FHA doesn't actually give loans, they simply insure the loan (similar to PMI). Most larger mortgage companies (banks or otherwise) are qualified FHA lenders.