the difference is in situation you want to use these conjunctions, for example :
"Although" in most cases used in the begining, ex : although i didnt like to go to the party, but, what to do, i was personally invited by the manager.
"though" is used in most places lastly, ex: She has not good behaviour in public. She is not bad though.We could visit