Description Main objective of this course is to trace the development of the Cultural and Creative Industries as an idea and as concept and to identify the key points of changes within it in relations with contemporary digital connected world. Another important task of this course is to provide the deep understanding of the difference…
Description The course aims to introduce the key assumptions of the international relations theory as a part of social science and as an analytic tool, focusing on the problems of war and peace, foreign policy decision-making, etc. The course combines historic approach and analysis of the modern political problems. The historic part shows the evolution…
Description A very beautiful classical theory on field extensions of a certain type (Galois extensions) initiated by Galois in the 19th century. Explains, in particular, why it is not possible to solve an equation of degree 5 or more in the same way as we solve quadratic or cubic equations. You will learn to compute…
Description The main goal of the course is to explain the main concepts of linear algebra that are used in data analysis and machine learning. Another goal is to improve the student’s practical skills of using linear algebra methods in machine learning and data analysis. You will learn the fundamentals of working with data in…
Description If you want to break into competitive data science, then this course is for you! Participating in predictive modelling competitions can help you gain practical experience, improve and harness your data modelling skills in various domains such as credit, insurance, marketing, natural language processing, sales’ forecasting and computer vision to name a few. At…
Description This course is an introduction into formal concept analysis (FCA), a mathematical theory oriented at applications in knowledge representation, knowledge acquisition, data analysis and visualization. It provides tools for understanding the data by representing it as a hierarchy of concepts or, more exactly, a concept lattice. FCA can help in processing a wide class…
Description The processes of globalization are highly complex and influence the multi-layered structures of societies: economic, socio-cultural, political, linguistic and education aspects among others. A remarkable increase in global migration flows, especially over the last decade, required from the host countries to pay particular attention to the provision of equal education opportunities. Children of migrants,…
Description People apply Bayesian methods in many areas: from game development to drug discovery. They give superpowers to many machine learning algorithms: handling missing data, extracting much more information from small datasets. Bayesian methods also allow us to estimate uncertainty in predictions, which is a desirable feature for fields like medicine. When applied to deep…
Description Numerical computations historically play a crucial role in natural sciences and engineering. These days however, it’s not only traditional «hard sciences»: whether you do digital humanities or biotechnology, whether you design novel materials or build artificial intelligence systems, virtually any quantitative work involves some amount of numerical computing . These days, you hardly ever…
Description The course aims to transfer the fundamental knowledge and to form the basic competencies necessary for the development and the implementation of a business strategy in an emerging market. The students are going to improve their analyzing, decision making, and planning skills as well as the ability to recognize strategic opportunities and threats. The…