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MrNague/README.md

Hi, I'm Pascal Nague

Computer Science student at RPTU Kaiserslautern, focused on the intersection of Machine Learning, MLOps and Data Engineering.

I enjoy building ML systems beyond the model itself — from data pipelines and performance-oriented infrastructure to practical real-world applications.

My long-term goal is to work at the intersection of technology, data and business, helping turn machine-learning opportunities into useful solutions.

Featured Projects

Minimal Dependency Dataset Library for PyTorch

A lightweight experimental PyTorch data-loading library developed during my Bachelor Project at DFKI.

The project explores efficient Parquet-backed image loading, concurrent data pipelines, performance profiling and benchmarking against PyTorch's native DataLoader.

Tech: Python · PyTorch · Parquet · Concurrency · Performance Engineering · SLURM

View project · Food-101 external benchmark

YOLO Webcam Detection

A real-time computer-vision application using YOLOv8 and OpenCV for object detection and monitoring.

Tech: Python · YOLOv8 · OpenCV · Computer Vision

View project

Currently

  • B.Sc. Computer Science — RPTU Kaiserslautern
  • Bachelor Project — DFKI
  • Focus: Machine Learning · MLOps · Data Engineering
  • Long-term direction: Machine Learning Consulting

Tech

Python · PyTorch · Pandas · Scikit-learn · Docker · Git · Linux · SLURM


I like understanding technical problems deeply, measuring what actually works, and translating that into practical solutions.

Pinned Loading

  1. minimal-dataset-pytorch minimal-dataset-pytorch Public

    Lightweight experimental PyTorch data-loading library with Parquet-backed datasets, concurrent loading, benchmarking and performance instrumentation.

    Python 1

  2. food101-dataloader-benchmark food101-dataloader-benchmark Public

    Food-101 benchmark comparing PyTorch DataLoader with minimal-dataset-pytorch across worker counts, image sizes and batch sizes.

    Python 1

  3. yolo-webcam-detection yolo-webcam-detection Public

    Real‑Time Object Detection on a Webcam with YOLOv8 and Custom Filter

    Jupyter Notebook 1