From 1982 to 1984, Weiler trained as an electrician and in 1986 as an energy plant electrician.
Alongside his job at the Thuringian Institute for Curriculum Development, Teacher Training and Media (ThILLM), Weiler pursued studies from 2007 to 2009 at the Free University of Berlin, earning a master's degree in public policy.