Overfitting and Underfitting

Imagine you're training a dog to fetch a frisbee. You throw it once, twice, a hundred times... eventually, your dog becomes a frisbee-catching champion! But what if you only throw the frisbee in your backyard, never at the park or beach? Your dog mig...