I have tried to do that a few times and it doesn't work unless you can straighten the derailer enough to lock it with the end point adjustments. The ramps on the cogs of the cassette always cause the chain to try and shift under heavy pedaling. I end up removing the chain and walking up hill and coasting down. It is best to just start with a single speed to begin with.