I am writing a couple of different reinforcement learning models based on Rainbow DQN or some PG models. All of them internally use an LSTM network because my project is using time series data.
I wanted to test my models using OpenAI Gym before I add too many domain specific code to the models.
The problem is that, all of the Atari games seem to fall into the CNN area which I don't use.
Is it possible to use OpenAI Gym to test any time series data driven RL models/networks?
If not, is there any good environment that I can use to examine the validity of my models?