Бакалавриат 2025/2026

Математический анализ и оптимизация для машинного обучения

Статус: Курс по выбору (Психология)

Кто читает: Департамент психологии

Когда читается: 4-й курс, 3 модуль

Онлайн-часы: 20

Охват аудитории: для всех кампусов НИУ ВШЭ

Язык: английский

Course Syllabus

Abstract

Course starts with a basic introduction to concepts concerning functional mappings. Later students are assumed to study limits (in case of sequences, single- and multivariate functions), differentiability (once again starting from single variable up to multiple cases), integration, thus sequentially building up a base for the basic optimisation. To provide an understanding of the practical skills set being taught, the course introduces the final programming project considering the usage of optimisation routine in machine learning.