3月15日13時に第15期公募情報を公開いたしました。
4月1日13時より応募者登録サイトへの登録が可能です。
Information on the 15th call for applications was opened at 13:00 on 15 March.
Applicants can register on the registration website from 1 April at 13:00.
Loss function perspective of machine learning: What does a machine learn?
Machine learning has become so complicated that it often lacks a clear perspective to understand what a system indeed learns. In today's talk, I would like to briefly introduce machine learning from the viewpoint of loss functions and optimization, which has a fundamental connection to how one should evaluate a system. The central question in the talk is, "Does our system capture what we want to elicit?" Through our recent studies on robust machine learning and self-supervised learning, I show some examples of what a system does and does not learn, which will be an important step towards reliable knowledge induction.