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Trexz14/README.md

Frederik Lysholm Jønsson

I study AI and Data Engineering at the Technical University of Denmark and am currently on exchange at UC Santa Cruz. I am interested in machine learning systems, data pipelines, and careful evaluation of models.

Projects

DTU group project fine-tuning a compact BERT model to classify text readability. The workflow connects data preparation and versioning with training, evaluation, FastAPI serving, Docker, and cloud deployment. My contributions included CI and cloud-build configuration, with DVC data/model handling in the build workflow.

DTU group project exploring model training on an Arduino Nano 33 BLE Sense Rev2 and classification of peripheral nerve signals. The group demonstrated on-device MNIST training; the nerve-signal work remained limited by preprocessing. My contributions included on-device experiments, signal preprocessing, and adaptation demos.

Hackathon team project helping educators review AI-suggested literacy errors in handwritten work. I contributed handwriting review with reversible decisions, page orientation with aligned overlays, error-trend charts, and a resumable dataset downloader.

DTU group project training a CNN to classify chest X-rays, with experiments in image preprocessing, model training, and evaluation.

Independent Chrome extension that summarizes a YouTube video's available captions before you open it.

Tools I use

Python, PyTorch, scikit-learn, pandas, FastAPI, Docker, DVC, and GitHub Actions.

LinkedIn

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  1. ml-ops-assignment ml-ops-assignment Public

    DTU group project: BERT text readability classifier with training, API serving, and cloud deployment

    Python 1

  2. mithileshkowshik-wq/LexiHacks mithileshkowshik-wq/LexiHacks Public

    JavaScript

  3. DonConarch/Arduino-Project DonConarch/Arduino-Project Public

    Fagprojekt, Training model locally on arduino-chip, using data collected from rat-nerves.

    Jupyter Notebook 2

  4. Pneumonia-CNN Pneumonia-CNN Public

    Forked from HrStamm/Pneumonia-CNN

    Chest Pneumonia Detection using CNN

    Python

  5. worth-the-watch worth-the-watch Public

    Chrome extension that summarizes YouTube videos from captions before you open them

    JavaScript