TAK-165 is an active and selective inhibitor of tyrosine kinase activity of HER2 being developed for patients with lower levels of HER2 expression. This study will seek to determine the safety, tolerability, maximum tolerated dose and pharmacokinetics of TAK-165 administered to subjects with tumors known to express HER2.