  This work introduces a novel, modular, layered web based platform for
managing machine learning experiments on grid-based High Performance Computing
infrastructures. The coupling of the communication services offered by the
grid, with an administration layer and conventional web server programming, via
a data synchronization utility, leads to the straightforward development of a
web-based user interface that allows the monitoring and managing of diverse
online distributed computing applications. It also introduces an experiment
generation and monitoring tool particularly suitable for investigating machine
learning in game playing. The platform is demonstrated with experiments for two
different games.
