Patent ID: 11928464
Assignee: DELL PRODUCTS L.P.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 12:
13. A system comprising:
a memory; and
a processor coupled to the memory, wherein the processor is configured to execute a model lifecycle management method comprising:
executing a model initial development phase based on at least a first criteria, a second criteria, and a third criteria to obtain a set of production ready models, wherein executing the model initial development phase comprises:
obtaining a model training request, wherein the model training request specifies the first criteria, the second criteria, and the third criteria;
in response to obtaining the model training request, training a plurality of models in development for a single training cycle to obtain a training result for each of the models in development;
in response to completion of the single training cycle;
pruning models among the models in development based on the first criteria; and
recording a time to completion (TTC) for completing the single training cycle for each of the models in development that were not pruned, wherein the TTC is the second criteria; and

determining, using the TTC of each of the models in development that were not pruned, a model training schedule for training the models in development that were not pruned;

executing, using the set of production ready models, a model production phase based on at least a fourth criteria, a fifth criteria, and a sixth criteria to obtain a set of models to be updated; and
executing, after executing the model production phase, using the set of models to be updated, a model update phase based on at least a seventh criteria on at least one model in the model production phase.