Yes, you can, but only in some apps. For example, in Google Photos, the files that you delete are actually not deleted, they are moved to Bin, and they stay there for 30 days, after which they are permanently deleted. So, if you want to recover some deleted files, you need to go to Bin and recover the files that you need back.