Solved by rasbt in post #6 
              
              
                Might be useful if you have an older card that doesn’t support CUDA 9.0 via its drivers, yet. 

could I simply always install the version with most recent cuda (9.1 currently) and be happy? 

If you never use cuda, I would just install the CPU version, because it’s smaller. Otherwise, just install …