Flood_prediction

• Developed an early flood prediction system using LightGBM machine learning algorithm, focusing on data collection, model implementation, performance evaluation, and interface development. • Utilized key libraries including Numpy, Pandas, Matplotlib, Seaborn, TensorFlow Keras Utils, Imbalanced-learn, and Scikit-learn for comprehensive data manipulation, visualization, and model evaluation. • Demonstrated the practical application of the model in aiding emergency response teams with early detection, risk assessment, and decision-making processes.