It might be a bit much to do in 1-2 years. I studied geometry primarily through UG and my MA, even then I only touched on Morse theory as an extra topic for one of my Masters classes. If you can get the prereqs for Lee's book 'Smooth Manifolds' and then read up to chapter 18, you can start on Morse theory.