• Collected and preprocessed real-world traffic data from multiple toll plazas.
• • Implemented machine learning models (SVM, Random Forest, KNN) for traffic volume prediction.
• • Performed feature engineering and data normalization to improve model performance.
• • Evaluated models using accuracy, MAE, RMSE, and R² metrics.
• • Visualized traffic trends and predictions using graphs and plots.
• • Analyzed traffic patterns for infrastructure planning and congestion management insights.