I've studied computer science, did a lot of research during university in machine learning and databases but also touching psychology, and love to build things with the help of technology. This page is about my academic and technical background, projects can be found elsewhere.
During my time as a student at university, I published three papers: Two about human behavior in online social networks and one on integrating a database encryption into the Database Abstraction Layer (DBAL).
In 2013, I wrote my bachelor thesis about a concept very similar to Cambridge Analytica. I basically built a Facebook app which showed how to extract information by increasingly requesting more and more permissions to access Facebook API data. As a result of this research, I published my first two papers. My masters thesis was about the impact of personality on the behavior of programmers. In particular, I examined the personality of programmers and how it affects their behavior on GitHub. To do this, I performed a study with over 1000 developers to establish a ground truth. With this data, it was possible to show significant effects of personality on programmers' behavior. We could for example show that programmers with specific personality traits prefer specific languages, libraries, stacks, and tools.
I have published the following papers in scientific journals so far:
I believe that people should focus on things that they can do better than machines. That's why I love to automate complex and time-consuming problems and thus many of my projects revolve around the automation of a specific task or are about the deduction of previously unknown information. To do this, I develop systems to gather the required data, build machine learning algorithms on top, and close the feedback loop to train the system with human training data.
My technical focus is build upon the following pillars:
You can find projects I can talk about publicly in my portfolio.
In the last years, Python has become my main stack. The main reason might be that it allows me to do everything I love in the same stack: crawling, machine learning, and web development. I also like the syntax and the simplicity.
To give you an overview, these are the technologies I really enjoy working with:
Other programming languages and tools I have used:
Currently, I'm running Debian with xfce and the i3 window manager. This allows me to use my keyboard and avoid the mouse most of the time. If you're interested, you can find my dotfiles on GitHub.