One Shot Learning, Siamese Networks, Relation Network, Meta Learning.
Deep learning models keep getting more and more sophisticated and are very good at analyzing patterns and discriminative features in datasets. However, they usually need a large amount of data to converge, and this amount of data is not always available. We can think of examples like