Best optimizer results of Adaboost. حسب Balraj Preet Kaur (20370832)

Best optimizer results of Lightbgm. حسب Balraj Preet Kaur (20370832)

Random forest with hyperparameter optimization. حسب Balraj Preet Kaur (20370832)

Best optimizer results of KNN. حسب Balraj Preet Kaur (20370832)

Best optimizer results of KNN. حسب Balraj Preet Kaur (20370832)

Best optimizer results of Decision tree. حسب Balraj Preet Kaur (20370832)

Best optimizer result for Adaboost classifier. حسب Balraj Preet Kaur (20370832)

Best optimizer results for random forest. حسب Balraj Preet Kaur (20370832)

Best optimizer results of Decision tree. حسب Balraj Preet Kaur (20370832)

Best optimizer results of Extra tree. حسب Balraj Preet Kaur (20370832)

Best optimizer results of Random Forest. حسب Balraj Preet Kaur (20370832)

Best optimizer result for Extra tree. حسب Balraj Preet Kaur (20370832)

Optimizing Kernel Transformations to Handle Binary Class Imbalanced Dataset Classification حسب Vaibhavi Patel (19843282)

Optimized Bayesian regularization-back propagation neural network using data-driven intrusion detection system in Internet of Things حسب Ashok Kumar K (21441108)

Comparison between Bisection and Newton-Raphson in terms of (A) total time consumed, and (B) maximum computation rate. حسب Hend Bayoumi (22693738)

Hyperparameters of the LSTM Model. حسب Ahmed M. Elshewey (21463867)

"…The capacity to confront and overcome this obstacle is where machine learning and metaheuristic algorithms shine. This study introduces the Adaptive Dynamic Particle Swarm Optimization enhanced with the Guided Whale Optimization Algorithm (AD-PSO-Guided WOA) for rainfall prediction. …"

The AD-PSO-Guided WOA LSTM framework. حسب Ahmed M. Elshewey (21463867)

"…The capacity to confront and overcome this obstacle is where machine learning and metaheuristic algorithms shine. This study introduces the Adaptive Dynamic Particle Swarm Optimization enhanced with the Guided Whale Optimization Algorithm (AD-PSO-Guided WOA) for rainfall prediction. …"

Prediction results of individual models. حسب Ahmed M. Elshewey (21463867)

"…The capacity to confront and overcome this obstacle is where machine learning and metaheuristic algorithms shine. This study introduces the Adaptive Dynamic Particle Swarm Optimization enhanced with the Guided Whale Optimization Algorithm (AD-PSO-Guided WOA) for rainfall prediction. …"

ROC curve for binary classification. حسب Nicodemus Songose Awarayi (18414494)

Confusion matrix for binary classification. حسب Nicodemus Songose Awarayi (18414494)