Machine Learning For Keeping Stable Humidity
This sounds like something you might want to do with a PID or Kalman Filter. It'd probably work better than a complex machine learning model. The humidity is probably cyclical in nature and if you can just tighten the loop a bit, you should be able to achieve your result with a simple PID.

Something like this might be what you're looking for:-

PID example

Application