Machine Learning and Data Mining

2024/2025

Учебный год

ENG

Обучение ведется на английском языке

6

Кредиты

Кто читает:

Департамент анализа данных и искусственного интеллекта

Статус:

Курс по выбору

Когда читается:

2-й курс, 1, 2 модуль

Преподаватель

Сохраби Маджид

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.