Accessing songs purchased on itunes

Apparently itunes is now Apple Music. I just downloaded that app on my laptop and started using it. I am able to play songs I had previously purchased on itunes that are already on the laptop. However, I am trying to locate a list of previously purchased songs and download them as well. So far I have found nothing.