Rapidsai, cudf, cuml, etc

Trying to install the rapidsai python package for gpu enabled ml but my tensorbook has cuda 11.1 which somehow is not supported by nvidia for rapids (11.0, 11.2, 11.4, and 11.5 are). I have tried seeing if the system just needed to update cuda but it stayed at 11.1. Can I upgrade my cuda libraries without messing up other parts of the lambdastack on my tensorbook?