Patent ID: 11943294
Assignee: AMAZON TECHNOLOGIES, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC H  G | IPC G  H

Claim 15:
16. One or more non-transitory computer readable media storing program instructions that when executed on or across one or more computing devices, cause the one or more computing devices to implement:
monitoring access to a first object in a first type of data store of a cloud-based provider network to determine one or more characteristics of the first object, wherein the first object is identified for automated compression via an interface; and
generating a compression decision for the first object using a machine learning model, wherein in generating the compression decision, the machine learning model:
accepts as input the one or more determined characteristics of the first object to incorporate a prediction of future access to the first object stored in the data store of the cloud-based provider network as a basis for the compression decision; and
wherein the compression decision generated by the machine learning model includes both an indication to compress the first object and a compression algorithm to be performed on the first object;

compressing the first object according to the indication in the compression decision to perform compression on the first object using the compression algorithm in the compression decision generated by the machine learning model; and
storing the compressed first object to a second type of data store different from the first type of data store storing the first object.