The beautiful game is a tapestry woven with athleticism, strategy, and a dash of unpredictable chaos. Forecasting match outcomes has long been a endeavor for fans and experts alike. With the rise of advanced analytics and machine learning, we are now empowered with powerful tools to scrutinize vast