My Projects
A collection of my recent work and personal projects. Each project represents a unique challenge and learning experience.
Rain in Australia
Binary weather prediction on ten years of Australian meteorological observations: predicting next-day rainfall from atmospheric variables. Feature engineering on missing and skewed station data, class imbalance handling, and model comparison judged on precision/recall rather than raw accuracy.
VGI-Flexi: Rural Transport Analytics
Second place, VGI Challenge (€3,000). A logistic-regression model predicting passenger no-shows for on-demand rural transport, wrapped in an analytics platform the operator could actually use to reallocate capacity.
ChatVocate: Azerbaijani Legal AI
A bilingual legal assistant for the Azerbaijani legal system, built on the OpenAI API — retrieval over legal texts, prompt design for two languages, and a deployed web front end.
Silent Routes: Holocaust Remembrance
A data-driven project to visualize the forced journeys of Holocaust victims, using data from the Arolsen Archives to shed light on historical patterns of persecution.
coRELation: Religion, Diversity & Social Cohesion
A Data4Good26 hackathon project transforming survey data into insights on religious diversity, trust, and social cohesion.
ConsulCon25 Presentation
Conference talk at ConsulCon25 on the Consul Democracy Analytics Tool, following a first-place finish at the Würzburg hackathon that qualified the team to present.
Intelligent Multilingual AGV
A university project combining RoboPro, Python services, MQTT, multilingual voice control, OCR-based parking, and grid navigation.
Academic Presentations
Mathematical explorations and academic presentations showcasing theoretical knowledge and practical applications.
Differential Equations l: Newton's Law of Cooling (+experiment)
An in-depth mathematical exploration of Newton's Law of Cooling through theoretical analysis and practical experimentation, demonstrating how differential equations model real-world temperature phenomena.
Differential Equations l: 1-D Presentation of 3-Body Problem
A comprehensive mathematical presentation exploring the classical three-body problem through one-dimensional analysis, showcasing the complexity and beauty of celestial mechanics using differential equations.
Differential Equations III: Advanced Mathematical Analysis
Advanced mathematical analysis and differential equations presentation exploring complex mathematical concepts and their applications.
Locusts vs. Crops: A Predator-Prey Model
A comprehensive mathematical exploration of the dynamic interaction between locust populations and crop growth using predator-prey modeling with human intervention strategies.
Lagrangian Modeling: Falling Rope & Mass
A comprehensive exploration of Lagrangian mechanics applied to a rope with an attached object falling into a deep hole. Using energy conservation and the Euler-Lagrange equation to infer falling depth from measured fall time in a conservative system.
Autocatalytic Chemical Reactions: From Reaction Structure to Emergent Dynamics
An exploration of how seemingly simple changes in chemical reaction structures lead to complex, nonlinear dynamics. Examining both deterministic (ODE-based) and stochastic (particle-based) modeling approaches to understand autocatalytic reactions and their emergent behaviors.
Universal Approximation, Transformers & Sumformers
An academic seminar for data science students on universal approximation, attention layers, transformers, and sumformers — connecting classical theory to modern deep learning architectures.