We propose an ambitious network based on a combination of training through high-level astrophysical research and a comprehensive package of complimentary skills training. Our network exploits a unique data set: a combination of very deep mid-infrared imaging of over 2300 local galaxies which we are obtaining with the Spitzer Space Telescope, with ground- and space-based UV, optical, and radio data ...