Can my employer charge me for the traning costs if they fire me? I signed the contract?

That might depend on how that contract is worded but if you had been there for two months, even with a contract saying they do not have to pay you, you can probably win a small claims case against them. Contact your state's labor board and they should be able to tell you if you have legal standing.