This directory will contain files with stuff learned during the training. Specifically:

• network.th7: The model with learned parameters.
• stats.th7: Various data used during the training, e.g. action counter or points of the plots.
• memory.sqlite: Replay memory database.

The replay memory can be reused for different training sessions. network.th7 and stats.th7 have to be deleted if you want to train a new model.