Hamburg, Hamburg, Germany
I'm a researcher in Machine Learning. While I used to conduct theoretical research, I am now focusing on applying it to real world problem. After some work using generative models for automatic music composition in a start-up, I am back to the academia in a systems biology lab where I apply and develop cutting-edge methods to sequencing data.
Machine Learning on large-scale biological data. Special emphasis on the development of generative models (various Generative Adversarial Networks and Variational Auto-encoders), implemented in Tensorflow, for single cell RNA sequencing data. Medical Systems Biology (ZMNH, UKE)
Developing deep learning models for automatic symbolic music (MIDI) composition. Recurrent Neural Networks trained on server (using Tensorflow, Python) and deployed on mobile devices (iOS, Swift) for inference and sequences generation, Music Information Retrieval.
Development of mathematical models and algorithms for acoustics and audio processing applications.