Oracle international corporation (20250094861). TIME-BOUND HYPERPARAMETER TUNING
TIME-BOUND HYPERPARAMETER TUNING
Organization Name
oracle international corporation
Inventor(s)
Ankit Kumar Aggarwal of Mumbai IN
Hariharan Balasubramanian of Redmond WA US
TIME-BOUND HYPERPARAMETER TUNING
This abstract first appeared for US patent application 20250094861 titled 'TIME-BOUND HYPERPARAMETER TUNING
Original Abstract Submitted
techniques for time-bound hyperparameter tuning are disclosed. the techniques enable the determination of optimized hyperparameters for a machine learning (ml) model given a specified time bound using a three-stage approach. a series of trials are executed, during each of which the ml model is trained using a distinct set of hyperparameters. in the first stage, a small number of trials are executed to initialize the algorithm. in the second and third stages, a certain number of trials are executed in each stage. the number of trials to run in each stage are determined using one or more computer-implemented techniques. the computer-implemented techniques can also be used to narrow the hyperparameter search space and the feature space. following the third stage, a set of optimized hyperparameters is adopted based a predefined optimization criterion like minimization of an error function.