Projects

On this page you can see my projects, both personal and academic. Each project has its own page with more details. I enjoy working on a variety of topics, from research to practical software engineering.

TiME: Tiny Monolingual Encoders for Efficient NLP Pipelines

Academic

TLDR: TiME distills small, monolingual Transformer encoders (3 sizes across 16 languages) from large teachers like XLM-R-Large. The models retain 98% of teacher accuracy while being up to 5x faster...

Explainable NLP for ADHD Anamnesis

Academic

Overview Building an explainable NLP system for German primary school reports to support retrospective ADHD assessment in collaboration with clinicians.

Reading Faces in Milliseconds: AI for Micro-Expression Recognition

Academic

The Emotions We Try to Hide

Hidden Outliers in Manifolds: Using Deep Learning to Generate Hard-to-Detect Anomalies

Academic

The Problem with Outliers in High Dimensions

Secure Design Patterns

Personal

Building Security Into Software Design: A Practical Guide to Secure Design Patterns

More projects coming soon...