Human-centered Artificial Intelligence> Teaching

We offer courses for undergraduate and graduate students of the Technical Facutly in the area of multimodal behavior processing. Our seminars are research-oriented, combine practical exercises with theoretical input and give insight in current debates in the field. Starting in SoSe22, we will also offer a lecture for the module 39-M-Inf-MBP. Furthermore, we supervise individual projects or master theses. If you are interested in doing a project, an internship or writing your thesis, just contact us directly.

Theses

The following theses are currently available within our group:

• Bachelor Thesis: Investigating the dynamics of human online interactions
• Master Thesis: Facial Expression Analysis in Stress Test Video Data collected in an Experimental Study
• Master Thesis: Analyzing Differences in Social Signals of Understanding during Stressful and Neutral Situations
• Master Thesis: You look stressed so I look stressed? Analysis of Facial Mimicry during a social stress test (TSST)
• Master Thesis: Development of algorithms to support the diagnosis of social anxiety disorder in children

Student projects

The following student projects are currently available within our group:

• Investigating the dynamics of human online interactions
• Predicting Breathing Rates from Smartphone Front-Camera Videos of the Digital Stress Test (DST)
• I can see your heartbeat - Implementing rPPG-Methods to Assess Heart Rates in a Web Application
• Deep learning Methods for Heart Rate Estimation
• Explainable Methods for Heart rate Estimation

Current Courses

• Multimodal Behavior Processing: Affective Signals (V) (Drimalla,WiSe 2024/2025)
• Multimodal Behavior Processing: Affective Signals (Ü) (Drimalla,WiSe 2024/2025)
• Project: Deep learning Methods for Heart Rate Estimation (Pj) (Drimalla, Acharya WiSe 2024/2025)
• Project: Multimodal Behavior Processing - Projects (Pj) (Drimalla, Norden WiSe 2024/2025)
• Human-Centered Artificial Intelligence (Journal Club) (S) (Drimalla, Johnson WiSe 2024/2025)
• AG Kolloquium Multimodal Behavior Processing (S) (Drimalla,WiSe 2024/2025)

Past courses

• Empathic Artificial Intelligence (Interactive/Multimodal Journal Club) (Hakobyan, Norden SoSe 2024)
• AG Kolloquium Multimodal Behavior Processing (Drimalla, SoSe 2024)
• Introduction to Machine Learning (Drimalla, WiSe 2023/24)
• Journal Club: Hot Topics in Multimodal Behavior Processing (Drimalla, Johnson WiSe 2023/24)
• AG Kolloquium Multimodal Behavior Processing (Drimalla, WiSe 2023/24)
• Multimodal Behavior Processing: Affective Signals (Lecture and Tutorial) (Drimalla, SoSe 2023)
• Explainable AI for Affective Computing (Drimalla, SoSe 2023)
• Journal Club: Challenging the state-of-the-art in multimodal machine learning for behavior processing (Drimalla, Johnson, SoSe 2023)
• AG Kolloquium Multimodal Behavior Processing (Drimalla, SoSe 2023)
• Journal Club: Machine Learning Methods for Small Datasets in Multimodal Behavior Processing (Drimalla, Johnson, WiSe 2022/2023)

• Course Outline

• AG Kolloquium Multimodal Behavior Processing (Drimalla, WiSe 2022/2023)

• Lecture: Multimodal Behavior Processing: Affective Signals (Drimalla, SoSe 2022)

  • Course Outline

• Tutorial: Multimodal Behavior Processing: Affective Signals (Drimalla, SoSe 2022)

• Seminar: Explainable AI for Affective Computing (Johnson, Drimalla, SoSe 2022)

  • Course Outline

• Journal Club: Hot Topics in Multimodal Behavior Processing (Drimalla, SoSe 2022)

  • Course Outline

• Seminar: Biases in Artificial Intelligence (Drimalla, Johnson, WiSe 2021/22)

  • Course Outline

• Journal Club: Hot Topics in Multimodal Behavior Processing (Drimalla, Johnson, WiSe 2021/22)

  • Course Outline

• Seminar: Affective Signals (Drimalla, SoSe 2021)
  • Course Outline
• Search, Read and Judge Scientific Literature (Hasso-Plattner Institute, Digital Health Center)
• Health Behavior, Mental Health and Neuropsychiatric Disorders (two sessions within the course "Health and Disease Core Competencies")(Hasso-Plattner Institute, Digital Health Center)
• Developing and Validating Psychological Tests (Research Methods Lecture - Berlin School of Mind and Brain, Humboldt Universität zu Berlin)
• Empirical Research Training for Master Students (Berlin School of Mind and Brain, Humboldt Universität zu Berlin)
• Empathy (Summer School at START–SommerCampUS, START-Foundation, Hertie-Foundation)
• Tutorial on Empirical Fundamentals of Psychology (Department of Cognition, Faculty for Psychology, Ruhr-Universität)