How Can a Yoke Be Easy?

In our scripture text Jesus said, "Come to me all you who are weary and burdened, and I will give you rest," but then immediately after that he said, "Take my yoke upon you." Did he contradict himself? After all, how can taking up a yoke (which is used for pulling something very heavy) possibly be considered rest?