Prime Minister Narendra Modi will inaugurate a two-day Global Buddhist Summit in Delhi, to be held later this week, that will see the participation of eminent Buddhist monks, scholars and delegates from various parts of the world, Union Culture Minister G Kishan Reddy said on Monday.