Blog – Patrick Deutschmann

Debugging like Hawks and Tortoises

dev

debugging

ml

hawks

bugs

tortoises

Debugging is a critical skill in programming. And yet, nobody ever explicitly taught me how to do it. The internet is full of tutorials about programming, but there are…

Patrick Deutschmann

More is More: An Analysis of Using Efficient Transformers for Fact-Checking

nlp

ml

research

For my Master’s thesis, I worked on the NLP task of fact-checking. It started out with the observation that current, traditional Transformers (such as BERT) can only handle…

Patrick Deutschmann

Modelling Air Pollution Transfers for Prediction, Analysis and Simulation

ml

Last spring, I worked on an exciting project in the course of my master’s studies. I designed a graph-based neural network that predicts air pollution and builds on the…

Patrick Deutschmann

Stock Tweets

ml

finance

I recently finished my Bachelor’s degree in business administration at the University of Graz. For my thesis, I combined machine learning with finance. The project is called …

Patrick Deutschmann

Dependable Classification

ml

My friend Lukas and I participated in the Siemens Mobility AI Dependability Assessment, built a deep neural network classifier with safety guarantees and won a prize.

Patrick Deutschmann

ndpretty

python

I created a little Python module to display numpy ndarrays in a pretty table in Jupyter notebooks. Find the code on GitHub or get it with pip install ndpretty.

Patrick Deutschmann

Whose Food?

ml

I used transfer learning to predict what my friends are eating. The code is on GitHub.

Patrick Deutschmann

Author Attribution: DerStandard forum writing style

nlp

ml

This is a fun project my friend Lukas and I worked on for a course on natural language processing (NLP). We used the One Million Posts Corpus which contains user comments…

Patrick Deutschmann

Neural Collaborative Filtering in SystemDS

ml

Neural Collaborative Filtering (NCF) is a fairly new approach to recommender systems proposed by He et al. It is aimed at tackling the problem of collaborative filtering…

Patrick Deutschmann

Security in Container Orchestration

research

ops

security

I wrote my bachelor’s thesis on the issue of security in container orchestration, specifically in Kubernetes:

Patrick Deutschmann