Advanced Seminar Operations & Technology Management: Real-World Applications of Deep Learning and Reinforcement Learning

What it is about

In this seminar you will learn how Deep Learning and in particular Reinforcement Learning are applied to real operational questions, with a focus on health management. You will review relevant literature, develop your own research questions and models, choose appropriate algorithms and implement solutions. In the end you will be able to model problems in the health sector, select suitable Deep-/Reinforcement-Learning approaches and prototype them in Python.

What you will be able to do

• Understanding of the scientific process
• Deep understanding of concepts and algorithms of Deep Learning and Reinforcement Learning
• Overview of applications of Deep Learning and Reinforcement Learning
• Critical thinking ability
• Efficient and innovative modeling of problems with Deep/Reinforcement Learning
• Solution implementation and optimization with R and Python

What the module consists of

• Seminar/ProjektarbeitLiteraturreview, Entwicklung einer Forschungsfrage, Modellbildung, Algorithmuswahl und Implementierung
• PräsentationVorstellung der Forschungsideen und Diskussion in der letzten Sitzung

Teaching method

• PräsentationVermittlung und Diskussion von Ergebnissen
• Interaktiver UnterrichtErmöglicht Diskussion und Rückfragen
• E‑LearningUnterstützung des Selbststudiums und Zugänglichkeit von Materialien
• GruppendiskussionenFördert kollegialen Austausch und kritische Reflexion