Machine Learning Software as a Service

NLP-based Customer Service Automation.

Customer service can be a tedious task if done manually. Using automated preprocessing, natural language processing, sentiment analysis, and dynamic agent assignments, we helped the swiss utility provider ewb streamline their processes and modernize their customer support activities.

Machine Learning

RGB-D Video Generation with GANs.

Can dense depth maps be predicted just as well as RGB video frames? We extend progressively growing GANs to predict future RGB-D video sequences based on a series of input frames.

Machine Learning

Leveraging Smooth Latent Spaces for Video Generation.

We experiment with generating continuous videos from single input frames by leveraging smooth latent spaces. We project the input frames into latent space, fit curves to the latent vectors, generate new frames by sampling and apply ML-based postprocessing.

Simulation Engineering Computer Vision Machine Learning

Simulation of Advanced Driver Assistance Systems.

At McLaren Applied Technologies, I developed advanced driver assistance systems for their vehicle dynamics simulator to showcase the capabilities of virtual software development and testing in the automotive sector.

Machine Learning

Training a Cooperative AI Agent using Reinforcement Learning.

Can cooperative behaviour be learned from scratch using Reinforcement Learning? In my Bachelor's Thesis, I train models in self-made multi-agent games to show that it is possible.