Bachelor
2024/2025
Introduction to Data Science
Type:
Compulsory course (International Business)
Area of studies:
Management
Delivered by:
Big Data and Information Retrieval School
Where:
Graduate School of Business
When:
3 year, 3 module
Mode of studies:
distance learning
Online hours:
20
Open to:
students of one campus
Language:
English
ECTS credits:
3
Contact hours:
28
Course Syllabus
Abstract
This course introduces the students to the elements of machine learning, including supervised and unsupervised methods such as linear and logistic regressions, splines, decision trees, support vector machines, bootstrapping, random forests, boosting, regularized methods and several topics in deep learning, such as artificial neural networks, recurrent neural networks, convolutional neural networks, transformers and attention mechanisms, auto-encoders, etc.