Solving logical problem

There is a relatively complex single player game called peg solitaire: http://en.wikipedia.org/wiki/Peg_solitaire . I intend to win this game with a learning algorithm. Do you think brain.js is capable to do that, or can you suggest something about how to start with these kind of algorithms?