Remote validation of automated teller machines (ATMs) using machine learning

A method comprising:

• at a computing platform comprising at least one processor, a communication interface, and memory:
• training, based on historical configuration information, a reconfiguration model, wherein training the reconfiguration model configures the reconfiguration model to output, for an automated teller machine (ATM), sets of configuration instructions for modifying settings of cassettes of ATMs;
• sending, based on identifying that a predetermined period of time has elapsed, an automatic request for a first information stream from a first ATM comprising a plurality of cassettes, wherein each of the plurality of cassettes comprises a corresponding cassette mode;
• receiving, from the first ATM, the first information stream;
• receiving, from one or more sources associated with the first ATM, one or more additional information streams;
• generating, based on inputting the first information stream and the one or more additional information streams into the reconfiguration model, a first set of configuration instructions for modifying settings of one or more cassettes of the first ATM;
• causing, based on the first set of configuration instructions, reconfiguration of the first ATM, wherein the reconfiguration of the first ATM comprises one or more of:
• setting, for one or more of the plurality of cassettes, one or more cassette thresholds, wherein each of the one or more cassette thresholds corresponds to a particular type of bill, or
• modifying, for one or more of the plurality of cassettes, of the corresponding cassette mode;
• and
• refining the reconfiguration model by inputting the first set of configuration instructions into the reconfiguration model.

One or more non-transitory computer-readable media storing instructions that, when executed by a computing platform comprising at least one processor, a communication interface, and memory, cause the computing platform to:

• train, based on historical configuration information, a reconfiguration model, wherein training the reconfiguration model configures the reconfiguration model to output, for an automated teller machine (ATM), sets of configuration instructions for modifying settings of cassettes of ATMs;
• send, based on identifying that a predetermined period of time has elapsed, an automatic request for a first information stream from a first ATM comprising a plurality of cassettes, wherein each of the plurality of cassettes comprises a corresponding cassette mode;
• receive, from the first ATM, the first information stream;
• receive, from one or more sources associated with the first ATM, one or more additional information streams;
• generate, based on inputting the first information stream and the one or more additional information streams into the reconfiguration model, a first set of configuration instructions for modifying settings of one or more cassettes of the first ATM;
• cause, based on the first set of configuration instructions, reconfiguration of the first ATM, wherein the reconfiguration of the first ATM comprises one or more of:
• setting, for one or more of the plurality of cassettes, one or more cassette thresholds, wherein each of the one or more cassette thresholds corresponds to a particular type of bill, or
• modifying, for one or more of the plurality of cassettes, of the corresponding cassette mode;
• and
• refine the reconfiguration model by inputting the first set of configuration instructions into the reconfiguration model.