Supervised Learning Formulation
- given a dataset X, for each data Xi in X, there is a corresponding human-annotated label Yi
- For a set of N labeled training data D = {Xi}Ni=0, the training loss function is defined as
- data collection and annotation usually are expensive and may require special skills