Predicting IPL scores using various ML algorithms involves analyzing historical match data, player stats, pitch conditions, and weather forecasts. By employing models like linear regression, decision trees, or neural networks, we can forecast scores with improved accuracy, offering valuable insights for fans, teams, and betting markets.