Patent ID: 11869490
Assignee: AMAZON TECHNOLOGIES, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 3:
4. The computer-implemented method of claim 1, further comprising:
receiving a stopping criterion for testing values for the first hyper-parameter, the stopping criterion indicating a minimum delta metric value to be realized;
determining a second metric value corresponding to processing of the first set of user inputs by the first ML model;
selecting a third value for the first hyper-parameter;
determining a third ML model corresponding to the first ML model, the third ML model being associated with the first hyper-parameter having the third value, the third ML model configured to perform natural language processing;
processing the first set of user inputs using the third ML model;
determining a third metric value corresponding to processing of the first set of user inputs by the third ML model;
determining first data representing a first difference between the first metric value and the second metric value;
determining second data representing a second difference between the first metric value and the third metric value;
determining third data representing a third difference between the second metric value and the third metric value;
processing the stopping criterion with respect to the first data, the second data and the third data;
determining to cease further evaluation of the first hyper-parameter; and
after determining to cease further evaluation of the first hyper-parameter, storing the second ML model.