Where did learning and scholarship flourish during the Golden Age of Islam

I belive it should be around the region of Baghdad.

At that time, They established what referred to as 'the house of wisdom' in that area. This place was really famous around the world and known as the place where intellectuals could come to translate and compare their works with one another.