Bank of America Corporation

Venkata Lakshmi Sai Siva Kumar Devulapalli

Ashok Kumar

Narsing Raj

Systems, computer program products, and methods are described herein for early detection of operational failure in component-level functions within a computing environment. The present invention is configured to receive, from one or more source devices, log data; determine, using a trained machine learning model, a likelihood that a first subset of the log data is associated with an operational failure of one or more component-level functions; determine that the likelihood that the first subset of the log data is associated with the operational failure of one or more component-level functions is greater than a predetermined threshold; determine that the first subset of the log data reflects a current state of a first subset of source devices; generate a notification indicating that the first subset of source devices is likely to experience the operational failure of one or more component-level functions; and display the notification on an administrator device associated with the first subset of source devices.

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Hyderabad Telangana, India

Venkata Lakshmi Sai Siva Kumar Devulapalli