I have a lot of duplicates in my photo collection, the same picture appearing in different folders, different slide shows. It's a mess. Help!

Is there software that can easily identify duplicates so that I can delete them?
I hoped that by uploading everything to Google Photos, the site might have the capability to point out the dupes, but apparently it does not.