confused on audio file formats

I have a Mac running iTunes and am looking into a music server. I hear all sorts of options for file formats to store my music in ... AIFF, Apple Lossless, 24bit/192, etc

I want high fidelity music.
Can someone explain the differences?

Thx,
Rob