IDS PhD-Teach-PhD Workshops 2022 - Introduction to Deep Learning Theory - Liu Fusheng
Автор: Institute of Data Science (IDS), NUS
Загружено: 2022-12-11
Просмотров: 130
Title: Introduction to Deep Learning Theory
Presenter: Liu Fusheng
Date : 21 September 2022
Abstract: Deep learning is an important subfield of machine learning that has witnessed tremendous advances in many areas, such as computer vision, speech recognition, machine translation, and game-playing programs. While the mathematical theory of deep learning has mostly lagged behind the practical advances, the field has given rise to a number of interesting perspectives distinct from classical learning theory. In this workshop, we will give a gentle introduction to some of these new theoretical ideas, and leverage some simple examples. Broadly, we will focus on three main aspects of deep learning: approximation, optimization, and generalization. This workshop is aimed at PhD students familiar with at least the basics of machine learning and the associated mathematical tools used (e.g., probability, optimisation, etc.).
Доступные форматы для скачивания:
Скачать видео mp4
-
Информация по загрузке:
