Bayesian Optimization, Machine Learning, AI, Hyperparameter Tuning.
models with various hyperparameters. Instead of direct training, we introduced a predictive model that estimates the performance of any given hyperparameter set. This predictive model was initially trained on a diverse collection of tasks, using an offline dataset that pairs hyperparameters with