This course covers two main topics:

The first half deals with advanced data analytics and its interaction with system identification and modeling. 

Typical use cases are dimensioning of IT systems with a special emphasis on cyber-physical systems, model-based system design of applications underlying resource constraints, and monitoring, evaluation and optimization of design and operation processes.  

The main topics addressed are:

• Data acquisition
• (Visual) Exploratory Analysis
• Use of AI-driven business intelligence tools for analysis guidance
• Model generation
• Causality analysis
• Result representation
• Knowledge graphs, ontologies,
• Qualitative models