Machine Learning, Generalization, Regularization, Overfitting, Bias.
variance. Overfitting and underfitting should both be avoided as well. And regularization may be part of the solution to all of that. Don’t be surprised if real plots look very different from the ones presented here. They are only supposed to visualize the concepts and should help understand them.