Bachelor 2025/2026

Applied Statistics for Machine Learning

Type: Compulsory course (Data Science and Business Analytics)

Delivered by: Big Data and Information Retrieval School

Where: Faculty of Computer Science

When: 3 year, 3, 4 module

Open to: students of one campus

Instructors: Denis Derkach

Language: English

Contact hours: 68

Course Syllabus

Abstract

This course concerns the advanced chapters of applied statistics and deep learning, where detailed implementation of existing solutions are studied. In particular, the attention is paid to the constraints that can be used in the practical application in natural sciences and industry. The main areas concerned are physics-motivated statistics and machine learning, text-like data processing, and multimodal data sourcing.