I would not because if your bag is selected by the TSA for additional inspection, they will break off the padlock. I suggest you do not put any valuables in the checked bags and keep them with you the entire time.
B-Dee, I would not recommend it. If the bags are pulled for a search, they are not going to bother with locks, they cut them off. There is nothing you can do or day about it.