Question

why does gatsby throw huge expensive parties for people he does not even know

Answer 1

Because he wanted Daisy, whom he loved, would some day come. And he didn't dare to invite her openly.

Answer 2

So he could impress Daisy and hopes that one day she will show up in one of them and take Gatsby back.