Iteration to output folder name.

[t-kimber]

Description

This creates a different output folder name for training the models. Example: instead of generating output, it will produce output_0 by default. The numbering is defined as an argparse.

This PR is not meant to be merged. It contains a notebook that shows the difference between running a sample of three models with and without early stopping. The conclusion is that there is no significant change.