Large-scale Learning

Dr. Mikhail Bilenko
USA, Microsoft
Learning with Counts is a simple yet powerful machine learning technique that is widely used in practice, yet has received little attention in literature, remaining an obscure “trick of the trade”. The talk will introduce the technique via real-world examples, provide intuitions and analysis explaining its power, and describe two extensions yielding significant accuracy and robustness improvements.