Purely from a hardware advantage standpoint Alphago runs on TPUs, and Google asserts these ASIC units offer "an order of magnitude better-optimized performance per watt for machine learning."[0] Facebook doesn't seem to have an equivalent afaik.
[0] https://cloudplatform.googleblog.com/2016/05/Google-supercha...