Projects
Selected projects in machine learning and data science, with full-stack development as a supporting strength.
Machine learning & data science
Reinforcement Learning for Comfort Conditions in Buildings
Simulation-based reinforcement-learning experiments for control problems in building technology, using PPO with stable-baselines3, Gymnasium and Radiance-based simulation tooling.
Manufacturing Optimisation
Material optimisation tool built on a colleague's linear-programming model in PuLP, further developed with model extensions, a Streamlit and Flask interface, and a CI pipeline that checks reference cases before every release.
Demand Forecasting & Model Benchmarking
Time-series forecasting pipeline comparing ARIMA/SARIMA baselines with LSTM models, built to establish whether the added model complexity was justified.
Predictive Maintenance from Twelve Observations (M.Sc. Coursework)
Deep learning coursework predicting an engine's remaining useful life from temperature readings, with grouped cross-validation against data leakage. The clear result is that a four-parameter linear model matched the neural network.
Bachelor Thesis: Optimization of Solar Shading Systems
A study of physics-based and data-driven approaches to thermal building modelling and short-horizon forecasting.
Structured Data Collection in Python
Repeatable Python workflows for collecting and parsing web data into structured datasets, using Selenium and requests.
Software engineering
Structured Comfort Feedback Platform
A university software-engineering project built around a real-world building-technology use case, a maintainable Flask application for collecting and managing structured user feedback.
Product Configuration & Augmented-Reality Platform
Customer-facing platform for configuring products and visualising them in augmented reality, built with Next.js, React and TypeScript across implementation and delivery work.
shpetimgashi.com, Portfolio & CV
The site you are reading. One schema-validated data file drives the rendered CV, its print version and the project list.
3D-Printing Shop with a Product Configurator
An online shop for personalised 3D-printed products, built around a configurator that shows customers a preview of their piece before they order. Not yet launched.
Portfolio & Enquiry Website for a Creative Studio
A portfolio and enquiry website for a small creative studio, built from a supplied design and focused on turning visitors into enquiries. Not yet launched.
Workflow & Reporting Automation
Python and pandas tool that turns structured work-log data into consistent, ready-to-review reporting outputs, replacing a repeated manual preparation step.