Systems and methods for models omission

A computer system for model evaluation and performance-based selection, the computer system comprising:

• a memory having processor-readable instructions stored therein;
• and
• one or more processors configured to access the memory and execute the processor-readable instructions, which when executed by the one or more processors configures the one or more processors to perform a plurality of functions, including functions for:
• receiving a model and corresponding configuration information;
• creating one or more model variations based on the model and the corresponding configuration information;
• determining a model variation subset based on a threshold amount and one or more evaluation scores of each of the one or more model variations;
• terminating processes and resources for the one or more model variations not included in the model variation subset;
• initiating one or more new model variations based on the model variation subset;
• determining a best model of the one or more new model variations based on one or more new model evaluation scores for each of the one or more new model variations;
• and
• omitting the one or more new model variations except the best model.

A non-transitory computer-readable medium containing instructions for model evaluation and performance-based selection, the instructions comprising:

• receiving a model and corresponding configuration information;
• creating one or more model variations based on the model and the corresponding configuration information;
• determining a model variation subset based on a threshold amount and one or more evaluation scores of each of the one or more model variations;
• terminating processes and resources for the one or more model variations not included in the model variation subset;
• initiating one or more new model variations based on the model variation subset;
• determining a best model of the one or more new model variations based on one or more new model evaluation scores for each of the one or more new model variations;
• and
• omitting the one or more new model variations except the best model.