Controlling Dynamic User Interface Functionality Using a Machine Learning Control Engine

A method, comprising:

• at a computing platform comprising at least one processor, memory, and a communication interface:
• receiving, by the at least one processor and via the communication interface, a request to access functionality from a user computing device, the request including login credentials of a user;
• receiving, by the at least one processor and via the communication interface, additional information associated with the user computing device;
• analyzing, by the at least one processor and using one or more machine learning datasets, the request to access functionality and the additional information to determine whether the request is received from an authorized user or an unauthorized user;
• responsive to determining that the request is from an authorized user, authenticating, by the at least one processor, the user;
• responsive to determining that the request is from an unauthorized user:
• disabling, by the at least one processor, functionality associated with a plurality of interactive elements configured for display in a user interface;
• and
• generating, by the at least one processor, a decoy user interface including the plurality of interactive elements having disabled functionality;
• and
• transmitting, by the at least one processor and via the communication interface, the decoy user interface to the user computing device.

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

• receive a request to access functionality from a user computing device, the request including login credentials of a user;
• receive additional information associated with the user computing device;
• analyze, using one or more machine learning datasets, the request to access functionality and the additional information to determine whether the request is received from an authorized user or an unauthorized user;
• responsive to determining that the request is from an authorized user, authenticating the user;
• responsive to determining that the request is from an unauthorized user:
• disabling functionality associated with a plurality of interactive elements configured for display in a user interface;
• and
• generating a decoy user interface including the plurality of interactive elements having disabled functionality;
• and
• transmit the decoy user interface to the user computing device.