Modern Decision Making: Applied Machine Learning

2023/2024

Учебный год

ENG

Обучение ведется на английском языке

3

Кредиты

Кто читает:

Департамент больших данных и информационного поиска

Статус:

Курс обязательный

Когда читается:

2-й курс, 1 модуль

Преподаватель

Тихонова Мария Ивановна

Course Syllabus

Abstract

Machine learning is a very popular and important field in the modern world. Every day lots of people deal with products that have been created using various machine learning technologies. In order to enable the machines to make right decisions based on data, different problems need to be addressed. The course is focused on the advanced tasks and instruments of data analysis and machine learning. The course is aimed at the participants who liked the basics of data analysis and machine learning and who want to study data science in more detail. Practice parts are conducted in programming language Python and are based on different libraries such as numpy, pandas, matplotlib, scikit-learn, and others. In order to successfully pass the course, listeners are required to have mathematical skills at the school level, skills of programming in Python, and also a basic knowledge of data analysis and machine learning. Listener's performance is evaluated using programming assignments, theoretical tests based on the materials from lectures, and project assignment.