Business Data Science - Forecasting and Decision Making
- Faculty
Faculty of Business Management and Social Sciences
- Version
Version 1 of 08.06.2024.
- Module identifier
22M1097
- Module level
Master
- Language of instruction
German
- ECTS credit points and grading
5.0
- Module frequency
only winterterm
- Duration
1 semester
- Overall workload
The total workload for the module is 150 hours (see also "ECTS credit points and grading").
- Teaching and learning methods
Lecturer based learning Hours of workload Type of teaching Media implementation Concretization 40 Seminar Presence - 5 Learning in groups / Coaching of groups Presence - Lecturer independent learning Hours of workload Type of teaching Media implementation Concretization 50 Exam preparation - 55 Work in small groups -
- Graded examination
- Written examination or
- Portfolio exam or
- Portfolio exam
- Literature
Géron, Aurélien. Praxiseinstieg Machine Learning mit Scikit-Learn, Keras und TensorFlow: Konzepte, Tools und Techniken für intelligente Systeme. O'Reilly, 2020. Field, Andy. Discovering statistics using IBM SPSS statistics. Sage, 2013.
Andy Field, Jeremy Miles, and Zo? Field. Discovering Statistics Using R. SAGE Publications, 2012.
Hyndman, Rob J., and George Athanasopoulos. Forecasting: principles and practice. OTexts, 2014.
Michalski, Ryszard S., Jaime G. Carbonell, and Tom M. Mitchell, eds. Machine learning: An artificial intelligence approach. Springer Science & Business Media, 2013.
Runkler, Thomas A. Data Mining: Modelle und Algorithmen intelligenter Datenanalyse. Springer-Verlag, 2015.
Wollschl?ger, Daniel. Grundlagen der Datenanalyse mit R: eine anwendungsorientierte Einführung. Springer-Verlag, 2015.
- Applicability in study programs
- Management for Health Services, M.A.
- Management for Health Services, M.A.
- International Business and Management (Master)
- International Business and Management, M.A. (01.09.2024)
- Business Management
- Business Management, M.A.
- Person responsible for the module
- Faatz, Andreas
- Teachers
- Faatz, Andreas