The accelerating area of machine learning is poised to revolutionize sports data analysis in the future. Existing methods often focus on previous data and rudimentary statistical models . However, sophisticated AI methodologies can analyze huge datasets—including athlete performance, opponent strategy, and even field conditions—with impressive