Projects
Selected projects from my work in data science, machine learning, and full-stack development.
Vision Planner — Product Configuration Platform
Full-stack product configuration and AR visualisation platform (vision.hella.info) built with Next.js, React, TypeScript, Python services, CI/CD, and security audits.
User Feedback Web Application
Flask/PostgreSQL web app with user authentication, room and user management, scheduled reminders, and real-time sensor visualisation via the HELLA ONYX REST API.
Employee Timesheet Automation
Python tool automating FFG-compliant time-tracking and documentation — groups entries by project, slices by period, and prepares signature-ready outputs.
Rod-Length Optimisation & Scenario Planning
PuLP-based optimisation tool translating manufacturing constraints into deterministic cutting recommendations, contributing to an estimated 15% material reduction.
RL for Comfort-Based Shading Control
Proof-of-concept reinforcement-learning pipeline using PPO for solar-shading control, validated on synthetic Radiance simulation data.
Demand Forecasting Pipeline
LSTM- and SARIMA-based demand forecasting pipeline for industrial R&D, with rigorous evaluation informing operational feasibility decisions.
Product & Market Web Scraper
Python/BeautifulSoup scraper for structured product data collection — the same techniques later uncovered exposed API keys and insecure API calls on a target site.