Patent ID: 11880347
Assignee: MICROSOFT TECHNOLOGY LICENSING, LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 8:
9. A system comprising:
a memory embodied with executable instructions for tuning a cloud environment; and
a processor programmed for:
accessing telemetric data of a cloud environment
modeling, by an artificial intelligence (AI) modeling tool implemented on the processor, groups of cloud operational parameters for operating the cloud environment, each of the groups representing a different configuration of the operational parameters,
calibrating a machine learning (ML) model, implemented on the processor, based on values of the operational parameters;
testing each of the modeled groups in a server executing the calibrated ML model,
calculating a performance metric for each of the tested groups, the performance metric representing an operational efficiency of each tested group;
selecting the tested group having a greatest operational efficiency, and
deploying the selected group the cloud operational parameters into the cloud environment.