System and method for computer network event data redundancy suppression via integrated machine learning

A computer program product for computer network event data redundancy suppression via integrated machine learning, the computer program product comprising a non-transitory computer-readable medium comprising code causing an apparatus to:

• receive interaction data from at least one endpoint device of a plurality of endpoint devices;
• record the interaction data in usage logs;
• determine a presence of an event in the usage logs using at least one log analysis platform;
• enrich, using a lookup command of a network event management system, the event to form at least one enriched event;
• transmit the at least one enriched event to a first machine learning model;
• determine, using the first machine learning model, a presence of a fractional event based on the at least one enriched event;
• group, upon a first condition where the first machine learning model determines the presence of the fractional event, the fractional event with related fractional events into an aggregate event;
• determine a target endpoint device group for transmitting the aggregate event;
• and
• transmit the aggregate event to the target endpoint device group.

A method for computer network event data redundancy suppression via integrated machine learning, the method comprising:

• receiving interaction data from at least one endpoint device of a plurality of endpoint devices;
• recording the interaction data in usage logs;
• determining a presence of an event in the usage logs using at least one log analysis platform;
• enriching, using a lookup command of a network event management system, the event to form at least one enriched event;
• transmitting the at least one enriched event to a first machine learning model;
• determining, using the first machine learning model, a presence of a fractional event based on the at least one enriched event;
• grouping, upon a first condition where the first machine learning model determines the presence of the fractional event, the fractional event with related fractional events into an aggregate event;
• determining a target endpoint device group for transmitting the aggregate event;
• and
• transmitting the aggregate event to the target endpoint device group.