The purpose of this study is to determine the feasibility of administering the combination of nilotinib and LDE225 to patients with chronic or accelerated phase of chronic myeloid leukemia and to establish the maximum tolerated dose (MTD) and/or recommended Phase II dose level (RP2D) of LDE225 in combination with nilotinib.