Machine Learning, Model Selection, Hyperparameter Tuning, Learning Curve, Cross Validation.
selected model performs on unseen data. Obviously, a good machine learning model is a model that not only performs well on data seen during training (else a machine learning model could simply memorize the training data), but also on unseen data. Hence, before shipping a model to production we