Yes, but AFAIK things you download via your Apple Music subscription are still DRM-protected and can only be listened to as long as your subscription remains active.
Whereas the iTunes store downloads are a one time-purchase and have no DRM, so they're yours to keep.
They both use the same app for playback, so this is a tad confusing.