If you borrow money and lose it all you are personally liable. However even if you declare bankruptcy you will not lose your house.
And depending on what you are doing and whether or not you will have employees will determine if you need to incorporate. But be aware that for most new small businesses even if you are a corporation, the lender may ask for your personal guarantee on the loan which is to the corporation, so you are still not off the hook.