Who were the Mixed Multitude?

According to our tradition, the Erev Rav (Mixed Multitude) were a group of non-Jews who accompanied Israel out of Egypt and caused problems for them during their travels through the desert.. Why were they? Why did they join Israel when they left Egypt? What happened to them?