This project identifies optimal locations for oil well drilling using machine learning. It analyses geological data from three regions, the goal is to maximize profit while minimizing risk. Linear regression predicts reserves, and techniques like Bootstrapping assess profitability and risk for each region to guide decision-making on where to drill