One Shot Learning, Siamese Networks, Relation Network, Meta Learning.
signature-verification where a system only has one or two examples of a customer’s signature or face recognition where only one portrait of the person might be available. One-shot learning is the classification task where a model has to predict the label of inputs without having trained on the