Магистратура
2024/2025
Методы машинного обучения и майнинга данных
Статус:
Курс по выбору (Науки о данных (Data Science))
Направление:
01.04.02. Прикладная математика и информатика
Где читается:
Факультет компьютерных наук
Когда читается:
2-й курс, 1, 2 модуль
Формат изучения:
без онлайн-курса
Охват аудитории:
для всех кампусов НИУ ВШЭ
Прогр. обучения:
Науки о данных
Язык:
английский
Кредиты:
6
Course Syllabus
Abstract
The course "Machine Learning and Data Mining"; introduces students tonew and actively evolving interdisciplinary field of modern data analysis.Started as a branch of Artificial Intelligence, it attracted attention ofphysicists, computer scientists, economists, computational biologists,linguists and others and become a truly interdisciplinary field of study. Inspite of the variety of data sources that could be analyzed, objects andattributes that from a particular dataset poses common statistical andstructural properties. The interplay between known data and unknown ones giverise to complex pattern structures and machine learning methods that are thefocus of the study. In the course we will consider methods of Machine Learningand Data Mining. Special attention will be given to the hands-on practicalanalysis of the real world datasets using available software tools and modernprogramming languages and libraries.