Patent ID: 11966860
Assignee: INTEL CORPORATION
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. At least one of random-access memory (RAM), read-only memory (ROM), flash memory, electrically erasable programmable read-only memory (EEPROM), an optical disk, a hard drive, or a floppy disk comprising instructions to improve a machine learning model, the instructions to cause at least one processor to at least:
after a first tuning of hyperparameters in a hyperparameter space, select first hyperparameter values for respective ones of the hyperparameters;
generate a multi-dimensional shaped failure region in the hyperparameter space based on the first hyperparameter values, the multi-dimensional shaped failure region is adjustable;
change the first hyperparameter values to influence a shape of the multi-dimensional shaped failure region;
set the first hyperparameter values to failure before a second tuning of the hyperparameters, wherein the first hyperparameter values set to failure are excluded from the second tuning of the hyperparameters; and
select second hyperparameter values for the respective ones of the hyperparameters in a second tuning region after the second tuning of the hyperparameters in the second tuning region, the second tuning region separate from the multi-dimensional shaped failure region.