Learning in public, building in code.
Exams prove you can learn; projects prove you can apply. These are mine: each one a real method from the syllabus, aimed at something I actually care about.
Simulation · 10,000 runs Live
World Cup Monte Carlo Simulator
A tournament simulator that plays the World Cup ten thousand times, producing probability distributions for every team’s path: group escape, quarterfinals, the trophy itself.
Python · Monte Carlo · Pandas · Poisson models
Read the breakdown → Fintech · Diaspora In development
Remittance Cost Tooling
Comparing the true cost of sending money home (visible fees, hidden FX spreads, and settlement time) across the corridors African families actually use.
TypeScript · FX data · Open APIs
Read the breakdown → Data · Community Live
Exam-Journey Analytics
Anonymized community study data. Hours logged versus pass outcomes, sitting-order patterns, and where candidates actually lose their time.
R · ggplot2 · Survey design
Read the breakdown →