Here you can find links and literature on the methods used by the library.
An excellent Script on Artificial Neural Networks by David Kriesel. Available here (in German)
Stuart J. Russell / Peter Norvig: Artificial Intelligence, A Modern Approach. Available at Amazon et al.
Thomas Mitchell: Machine Learning. Available at Amazon et al.
Richard S. Sutton / Andrew G. Barto: Reinforcement Learning. Available online