Type of studies | Title |
---|---|
Master Academic Studies | Power Software Engineering (Year: 1, Semester: Winter) |
Master Academic Studies | Mathematics in Engineering (Year: 2, Semester: Winter) |
Category | Academic-general educative |
Scientific or art field | Applied Computer Science and Informatics |
ECTS | 6 |
Introducing students with the application of data science in infrastructure systems. Students should apply acquired knowledge in anaysis, study and solving real problems.
Acquiring modern knowledge about the role of data science in infrastructure systems. The student is trained to analyze, study and solve real problems using the acquired knowledge.
Definition, types and characteristics of infrastructure systems. The importance of smart analytics and infrastructure (smart cities, smart homes, smart management, etc.). Data types in infrastructure systems. Storage of large amounts of frequency and unstructured data. Algorithms in the science of data in infrastructure systems. Statistical deriving conclusion. Statistical tests. Sampling correlation and regression. Modeling based on computer intelligence (artificial neural networks, decision trees, associative rules, fuzzy logic, support vector machine, genetic algorithm, etc.). Expert systems. Large data analysis. Predictions and evaluations. Classification. Analysis of concrete examples.
Lectures. Computer practice. Consultations. The student is obliged to independently do the project and write a seminar paper.
Authors | Title | Year | Publisher | Language |
---|---|---|---|---|
2013 | English | |||
2015 | English | |||
2014 | English | |||
2014 | English | |||
2004 | English |
Course activity | Pre-examination | Obligations | Number of points |
---|---|---|---|
Term paper | Yes | Yes | 20.00 |
Project | Yes | Yes | 50.00 |
Theoretical part of the exam | No | Yes | 30.00 |
Full Professor
Assistant Professor
Assistant - Master
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