simple self improvement flow

[PascalCremer]

This is a feature proposal for the following flow.

starting with an initial random model do repeatitively

• generate N data points using self play of the last best agent
• train a new agent agent on this data
• if it beats the old agent in 55% of k games, accept it as the new champion, otherwise train it on more data

[PascalCremer]

done