What's the difference between sweet potatoes and yams?

After watching this video, I realize I've never eaten a yam. According to the President of the Sweet Potato Council, yams in the United States are only found in "specialty stores." Yams have been a staple in some African countries for centuries, and when slaves were brought to the US, they referred to sweet potatoes as "yams." The name stuck.