Jone
Steinhoff
Machine learning engineer working on computer vision, MLOps and inference on constrained hardware.
- Now
- MSc Data Science & ML, DTU
- Work
- Robot Developer, Hive Robots
- Prior
- BSc Computer Science & Mathematics, RUC
- Lab
- Linux home server: automation, local LLMs
01 / About
I bridge the gap between training models and deploying them, whether on a consumer GPU or a Raspberry Pi. Right now that means optimizing inference latency for deep learning on edge devices.
Outside of that: home automation, travelling, learning languages, lifting. There's a lot of data out there; I like making sense of the noise.
02 / Selected work
01
Pi Vision
Real-time person detection and auto-tracking with a Hailo accelerator on Raspberry Pi 5.
Edge CV
02
rStar
Monte Carlo Tree Search to generate reasoning traces and improve logic in small language models.
LLM reasoning
03
MLOps CAPTCHA
End-to-end pipeline for a CNN captcha solver: Docker, W&B tracking, CI/CD on GitHub Actions.
MLOps
04
Medical text-to-image
Synthesising brain-tumour images from text to augment data for downstream classifiers.
Generative
05
Deep learning in CV
CNN architectures and data-augmentation strategies, DTU course 02516.
Computer vision
All projects →