In the getting started guide:
“CUDA Samples include sample programs in both source and compiled form. To verify a correct configuration of the hardware and software, it is highly recommended that you run the deviceQuery program located at
C:\ProgramData\NVIDIA Corporation\CUDA Samples\v8.0\bin\win64\Release”
This is incorrect they only exist in the debug folder not release.