Sounds like the type of problem a Gaussian Process model would be well suited to as it considers a level of noise within the training data in the first place.

It’s usage however is very dependent on the amount and type of data you’re working with so I think u/gBoostedMachinations has the best approach to this problem without knowing more about your data.