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 2023
Applied Projects
- Automatic 3D-Model Texturing from 2D-Images
- Predictive Quality for Arc Welding
- Designing Interaction Patterns for JSSPs solved with DRL
- Emergent Language via the EGG Framework
Theoretical Projects
- Text Optimizing Exams
- Robust Reinforcement Learning with Adversary
- Overview of E-Commerce Forecasting Tasks
Summer Term 2022
Applied Projects
- QR-Code Reconstruction from Low-Resolution Video Frames
- Dataset Enrichment using Simulations
- Water Level Prediction of the Wupper using PyTorch Forecasting
- Implicit vs. Explicit Information for Neural Networks
- Detecting valid robot poses with neural networks
- How to measure similarity of robot poses
- Setup of a Machine Learning Semantic Labeling Algorithm
- Strengths and Weaknesses of Dispatching Rules in Production Scheduling
- An experimental comparative study of time series databases
Theoretical Proejcts
- Literature Review for Flood Prediction Using Deep Learning
- State of the art in optical character recognition (OCR)
- How to detect fake news in social media
- In data we trust? The gap between reality and algorithmic predictions
