Few-shot classification, the task of adapting a classifier to
unseen classes given a small labeled dataset, is an important step
on the path toward human-like machine learning. I will present some
of the key advances in this area, and will then...
Deep learning has led to rapid progress being made in the field
of machine learning and artificial intelligence, leading to
dramatically improved solutions of many challenging problems such
as image understanding, speech recognition, and control...