There are a lot of explanations of Monte Carlo approximation out there. Here is one that worked for me. A famous mathematician named Stan Ulam liked solitaire. He wanted to work out the probability of getting a perfect solitaire hand. Being a mathematician, he also wanted to work this out analytically. What does analytical mean? It’s a fair question, as it’s wikipedia page shows that there are many definitions Wikipedia …