This NSF-funded symposium emphasizes building a community that has common goals and shared resources. It will attempt to de-mystify DL for those new to the field, build up machine learning expertise, encourage collaboration between those already involved, and build a DL community and organization for all participants. We encourage newcomers to DL, especially those from backgrounds which are underrepresented in hydrology!