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Achievements

Achievement: Pull Sharkx3Achievement: YOLOAchievement: Quickdraw

Achievements

Achievement: Pull Sharkx3Achievement: YOLOAchievement: Quickdraw

Organizations

@UrbanQuality-AI

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Antek-N/README.md

Geoinformatics Student @ Wrocław University of Science and Technology

I specialize in merging Computer Vision and GIS to build high-performance geospatial tools. I enjoy developing end-to-end systems — from fine-tuning Vision AI models and implementing graph algorithms to deploying full-stack web and desktop applications.

🛠 Technical Stack

Software Engineering: Python C++ TypeScript FastAPI PySide6 React TailwindCSS

Geospatial & AI Engineering: PyTorch PostGIS GeoPandas ArcGIS Pro Scikit-Learn OSMnx

Tooling & Code Quality: Git GitHub Actions Poetry Ruff Mypy Pytest MkDocs

🚀 Key Projects

🏙️ UrbanQuality-AI

Vision AI | GIS | Python
An end-to-end system for objective urban space assessment using Vision Transformers (DINOv2).

  • Developed an automated route planning module for data acquisition based on the Chinese Postman Problem algorithm.
  • Built a training engine based on TrueSkill rankings and Optuna optimization.
  • Automated image data inference

🚆 RailNetworkGraph

Python | Geopandas | ETL
Desktop application for rail connection optimization.

  • Implemented Dijkstra’s algorithm on time-expanded graphs.
  • Developed a module for calculating ticket prices based on actual track geometry

📍 Mapories

FastAPI | PostGIS | React | Leaflet
Web application for geolocating memories with focus on privacy and performance.

  • Optimized spatial queries using bounding-box filtering in PostGIS.
  • Implemented JWT authorization with token rotation (HTTP-only cookies) and multi-layered bot protection (reCAPTCHA, Honeypot).

Pinned Loading

  1. UrbanQuality-AI/uq-desktop-processor UrbanQuality-AI/uq-desktop-processor Public

    AI-powered desktop application and Python library for visual urban assessment using street-level imagery, CLIP/ViT scoring, and GIS integration.

    Python

  2. Mapories Mapories Public

    A full-stack geospatial memory journal. Features PostGIS spatial queries for viewport optimization, frontend marker clustering, and robust security (JWT, Rate Limiting, reCAPTCHA).

    TypeScript

  3. RailNetworkGraph RailNetworkGraph Public

    Desktop application finding fastest rail connections using GTFS data and Dijkstra's algorithm. Features ticket price calculation, interactive map visualization, and station timetables. Built with P…

    Python

  4. PassesPerMinute PassesPerMinute Public

    Analysis of football Passes per Minute by position using StatsBomb Open Data. Features a Streamlit dashboard for interactive visualization of positional metrics.

    Python

  5. Maze-game Maze-game Public

    2D maze runner featuring level progression, user accounts, and high-score tracking. Powered by Pygame and SQLite

    Python

  6. DataTransfer DataTransfer Public

    Application for sending text from Windows to Android

    Python