I followed Setup CNTK on Windows, and confirmed that I can run CTNK from my local command prompt.
C:\\local\\Anaconda3-4.1.1-Windows-x86_64\\envs\\cntk-py34&
Here the steps that I use for existing conda env from Visual Studio:
Step (4) is crucial, or Visual Studio won't find CNTK dependency DLLs.