Explore probabilistic programming and Bayesian inference fundamentals in this 34-minute conference talk from ElixirConf EU 2024. Learn how Stan, a powerful statistical modeling tool, integrates with Elixir through the ExStan package. Follow along with a practical case study that demonstrates ExStan's capabilities by predicting 2022 Football World Cup outcomes, showcasing model fitting, testing, and evaluation processes. Gain insights into ExStan's current features, upcoming developments, and access a curated resource list for deeper learning. Master the essential concepts of probabilistic programming and discover its applications across various domains using the ExStan framework.