Berlin, Germany
Machine Learning
& Systems Engineer
I started out in scientific research and ended up building the systems a business runs on — machine learning, software, data infrastructure, and the platforms in between.
What I do
I tackle the gap between machine learning, software, and how a business actually runs.
Machine Learning Engineering
ML pipelines that make it out of the notebook: from feature engineering to live, monitored systems making real decisions in production.
Applied Data Science
Forecasting, optimization, and analytics that pay for themselves: less waste, better planning, more profit.
Software & Backend Systems
Backend services and REST APIs (Quarkus, Laravel, PostgreSQL, Supabase, Keycloak), React front-ends, ERP integrations, and internal platforms — the software a business runs on day to day.
Cloud & Infrastructure
AWS, Docker, and Cloudflare (Pages, Workers, Durable Objects) — environments you can rebuild from scratch and deployments that don't surprise you.
Machine learning, made visible
The concepts I work with — rendered live in your browser, not screenshotted.
Every panel below is real, animated SVG/Canvas. Scroll to play them; they pause when offscreen and respect reduced-motion.
Supervised learning
Labeled vs unlabeled data
Forecasting
Demand forecast · 30-day horizon
Live operations
Impact dashboard
- Food waste
- −0%
- Rows processed / day
- 0.0M
Model training
Loss converging
Neural network
Forward pass
Focus areas
- Machine Learning
- Forecasting
- Optimization
- Data Engineering
- React
- TypeScript
- PostgreSQL
- Supabase
- ERP Systems
- AWS
- Docker
- Cloudflare
- Internal Platforms
- Analytics Infrastructure
Selected work
From ML systems to a playable game.
Featured · Playable in your browser
Child of Anon
I am passionate about machine learning in all its aspects and it has fascinated me, similarly how platformer games fascinated me as a child. To honor that fascination, I used the latest modern tooling and coding agents to revive a game I prototyped back when I was just starting out my coding journey. An original auto-scroll climber/runner (originally in Python) now revived in TypeScript on Phaser 3 — combat, spells, mana, real pixel parallax deployed as its own Cloudflare Pages app. It was a pleasure showcasing the new skills I have learned while completing a long time goal of mine - to put a game out there.
Demand Forecasting & Food-Waste Reduction
Forecasting models and data pipelines that sharpen demand prediction across a scaling catering operation — cutting food waste and improving resource planning.
- Forecasting
- Python
- Operational Analytics
ERP Integration & Internal Platforms
Contributed to ERP development and created several internal/customer facing web apps — connecting operational data to the people who act on it, with automation that removed manual work.
- ERP
- REST APIs
- Internal Tooling
How I work
- Ownership
- Practical Impact
- Continuous Learning
- Systems Thinking
- Technical Excellence
- Business Alignment
- Collaboration
Have a problem worth solving end-to-end?
I build production systems that create direct commercial impact — from ML and forecasting to the custom software, ERP integrations, and infrastructure around them, using state of the art tooling. You dont have to solve all your problems on your own - let's talk.