Is your feature request related to a problem? Please describe.
RL training produces checkpoints however the examples do not include the evaluation

Describe the solution you'd like
The thesis work used a checkpoint monitor to evaluate new checkpoints once created

Describe alternatives you've considered
We can alternatively do this ondemand but we'll leave this to a new issue/ PR

Additional context
This would be one of a new features to support RL training and evaluation.