The Buckingham Pi Theorem is a fundamental principle in dimensional analysis that provides a method for computing sets of dimensionless parameters from the given variables of a physical system. It simplifies complex physical relationships by reducing the number of variables involved, making it easier to analyze the system's behavior and derive meaningful insights.