To model and simulate complex physical phenomenon in the nuclear weapon complex, the DOE has made significant investments in scientific software for high-performance computing. This talk explores ways the investments in the Trilinos solver framework have been exploited for applications in data science. Examples will include spectral clustering and sparse tensor decomposition.