System and method for dynamic distributed model loading

A method comprising:

• storing, in a database, historical data associated with previously loaded models;
• receiving a model loading request associated with a first model via a user interface;
• identifying one or more model parameters associated with the first model;
• generating a score value associated with the first model based on the one or more model parameters;
• based on the score value, partitioning the first model into a plurality of first model segments;
• ranking the plurality of first model segments with a plurality of second model segments associated with a second model;
• and
• executing each of the plurality of first model segments and the plurality of second model segments based on the ranking.

A non-transitory computer readable medium having instructions stored thereon, wherein the instructions, when executed by at least one processor, cause at least one device to perform operations comprising:

• storing, in a database, historical data associated with previously loaded models;
• receiving a model loading request associated with a first model via a user interface;
• identifying one or more model parameters associated with the first model;
• generating a score value associated with the first model based on the one or more model parameters;
• based on the score value, partitioning the first model into a plurality of first model segments;
• ranking the plurality of first model segments with a plurality of second model segments associated with a second model;
• and
• executing each of the plurality of first model segments and the plurality of second model segments based on the ranking.