Tensorflow temperature predict model

I am trying to make a machine learning model that predicts generator temperature according to ambient temperature and rotational speed. In my opinion, the previous temperature would affect the results, so I decided to make an rnn model. Most of Google Ring’s examples have only model examples that predict future temperature, not generator temperature prediction based on input of ambient temperature and rotational speed. Is it possible to estimate real-time temperature with rnn?