There are a number of profilers out there. If you just need GPU memory over time by application, possibly the easiest is good old Process Explorer. After installing it, double click your application and select the GPU graph.
Here's an image of me hammering on my app:
If you find yourself needing more data, NVidia Nsight is nothing short of amazing.