training, dev, and test err

There is a question in Andrew NG's deep leaning course, could not figure out a easy answer to it:t

You evaluate your model on the test set, and find the following:

Human-level performance 0.1% Training set error 2.0% Dev set error 2.1% Test set error 7.0% What does this mean?

what could you do to improve the model?