I’m a MD who currently pursues a PhD in the Machine Learning and Computational Biology Lab at ETH Zurich. Here, you can find my current academic CV.
My current research focuses on developing machine learning (ML) models for time series, foremost in healthcare applications, whereas a large focus has been on sepsis prediction from streamed monitoring data in the ICU.
Methodologically, I am interested in all kinds of differentiable models (e.g. Gaussian process adapters, temporal convolutional networks, recurrent architectures, autoencoders etc.). Besides, inspired by a great team, I am also exploring more mathy flavours of ML such as topological data analysis or path signatures.
This is what wordle thinks about my current research in terms of paper titles: