Type of studies | Title |
---|---|
Doctoral Academic Studies | Mathematics in Engineering (Year: 1, Semester: Winter) |
Doctoral Academic Studies | Power, Electronic and Telecommunication Engineering (Year: 2, Semester: Winter) |
Doctoral Academic Studies | Mathematics in Engineering (Year: 2, Semester: Winter) |
Category | Scientific-professional |
Scientific or art field | Primenjeno softversko inženjerstvo |
ECTS | 10 |
Mastering students with advanced elements of data science. The student should build an independent scientific viewpoint in this field and apply acquired knowledge in anaysis, study and solving real problems.
Acquisition of modern knowledge and skills in data science. The student is able to creatively apply acquired knowledge in analyzing, studying and solving real problems.
Basic concepts of data science. Preparation and analysis of data. Modeling based on data. Analysis of results. Visualization of data. Predictions and evaluations. Classification. Big data analysis. 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. Application of data science in different fields. Ethical aspects of data science. Part of the teaching on the subject is done through independent research and study work in the field of data science. Research and study work includes active monitoring of primary scientific sources, possibly writing a paper on data science.
Lectures. Computer practice. Consultations. The student is obliged to independently do the project and write a seminar paper.
Authors | Title | Year | Publisher | Language |
---|---|---|---|---|
2012 | English | |||
2013 | English | |||
2018 | English | |||
2013 | English | |||
2006 | English |
Course activity | Pre-examination | Obligations | Number of points |
---|---|---|---|
Theoretical part of the exam | No | Yes | 30.00 |
Term paper | Yes | Yes | 20.00 |
Project | Yes | Yes | 50.00 |
Full Professor
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© 2024. Faculty of Technical Sciences.