Bayesian Optimization, Machine Learning, AI, Hyperparameter Tuning.
advance to optimize performance. Some examples of hyperparameters include activation functions and layer architecture in neural networks and the number of trees and features in random forests. The choice of hyperparameters significantly affects model performance, leading to overfitting or