As a Chicago-based data scientist with a Polish-American background, I applied Monte Carlo simulations to casino game mechanics—turning superstition into strategy. This isn't luck; it’s probability in motion. I analyzed 200+ play sessions, decoded payout algorithms, and proved that winning comes from disciplined choice, not divine intervention. My journey from novice to 'Thunder House' was built on R/Python analytics, not prayers.