Bayesian Optimization, Machine Learning, AI, Hyperparameter Tuning.
hyperparameters, including criteria for splitting, number of trees, maximum depth, and maximum features. Finally, we employ the Bayesian optimization algorithm by using the fmin function, which systematically navigates through our predefined search space based on the performance feedback from our