Selected Topics in Data Science
Seminar participants will cover current research trends and established approaches in the field of Data Science. Participants can choose to complete the theoretical or the practical research project part of this seminar.
Projects from past semesters
Summer Term 2024
Applied Projects
- "Why you so good? – Comparison of two State-of-the-Art Agents"
- Accelerated 3D-Model Texturing form 2D-Images
- Adversarial Attacks for Image Recognition Manipulation
- Develop a TensorFlow (Lite) Model for Edge Devices
- Evaluating TensorFlow Lite Models for Edge Devices
- Fitting Educational Images to Target Groups using Generative AI
- Improving Anomaly Detection with Synthetic Data
- Comparative work in XAI - What defines a good explanation
Theoretical Projects
- Evaluating the quality of LLM generated simplified text
- Literature Research in XAI – What defines a good explanation?
- Overview of E-Commerce Forecasting Tasks
- Prompt-engineering of LLMs for Text simplification
- SotA for Visual Sensors
Winter Term 2024-2025
Applied Projects
- Data Analysis to Protect Against Climate-Driven Extremes
- Recreate 6DoF estimation setup in virtual domain
- Comparison of manual and automatic keypoint estimation
- Deep Neuroevolution - Optimization with Genetic Algorithms
- Adversarial Attacks for Image Recognition Manipulation
- Visualization Methods of Semantic Models
- Deep Learning Architectures for Efficient Scheduling
- Deep reinforcement learning for multi-objective scheduling
Theoretical Proejcts
- Applications of ML and DL in the World of Football
- Adversarial Attacks for Image Recognition Manipulation
- Model Compression for 3d Object Detection: Literature Survey
- Evaluating XAI Methods: Which Explanation wins?
- Semantic standards for the digital product passport
