View source for Amazon technologies, inc. (20250013899). HYPERPARAMETER OPTIMIZATION WITH OPERATIONAL CONSTRAINTS

=HYPERPARAMETER OPTIMIZATION WITH OPERATIONAL CONSTRAINTS=


==Organization Name==

[[:Category:amazon technologies, inc.|amazon technologies, inc.]]


[[Category:amazon technologies, inc.]]

==Inventor(s)==

[[:Category:Giovanni Zappella of Berlin DE|Giovanni Zappella of Berlin DE]][[Category:Giovanni Zappella of Berlin DE]]

[[:Category:Valerio Perrone of Berlin DE|Valerio Perrone of Berlin DE]][[Category:Valerio Perrone of Berlin DE]]

[[:Category:Iaroslav Shcherbatyi of Berlin DE|Iaroslav Shcherbatyi of Berlin DE]][[Category:Iaroslav Shcherbatyi of Berlin DE]]

[[:Category:Rodolphe Jenatton of Berlin DE|Rodolphe Jenatton of Berlin DE]][[Category:Rodolphe Jenatton of Berlin DE]]

[[:Category:Cedric Philippe Archambeau of Berlin DE|Cedric Philippe Archambeau of Berlin DE]][[Category:Cedric Philippe Archambeau of Berlin DE]]

[[:Category:Matthias Seeger of Berlin DE|Matthias Seeger of Berlin DE]][[Category:Matthias Seeger of Berlin DE]]

==HYPERPARAMETER OPTIMIZATION WITH OPERATIONAL CONSTRAINTS==


This abstract first appeared for US patent application 20250013899 titled 'HYPERPARAMETER OPTIMIZATION WITH OPERATIONAL CONSTRAINTS

==Original Abstract Submitted==

hyperparameters for tuning a machine learning system may be optimized using bayesian optimization with constraints. the hyperparameter optimization may be performed for a received training set and received constraints. respective probabilistic models for the machine learning system and constraint functions may be initialized, then hyperparameter optimization may include iteratively identifying respective values for hyperparameters using analysis of the respective models performed using an acquisition function implementing entropy search on the respective models, training the machine learning system using the identified values to determine measures of accuracy and constraint metrics, and updating the respective models using the determined measures.



[[Category:G06N7/01]]
[[Category:G06N3/08]]
[[Category:G06N20/00]]
[[Category:CPC_G06N7/01]]