Hi there,
Also a general remark, @Kaitlyn_Hu: Deep neural networks are not only used in supervised settings.
E.g. autoencoders represent a popular unsupervised solution, see also: Backpropagation algorithm - #4 by Christian_Simonis
Best regards
Christian