Patent ID: 11860710
Assignee: CAPITAL ONE SERVICES, LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 4:
5. A computer-implemented method comprising:
obtaining current raw log data from at least one application log of at least one software application;
converting, by at least one processor, the current raw log data into current tabular log data;
configuring the current tabular log data into a readable tabular format;
applying, by the at least one processor, one or more sampling techniques to the current tabular log data to form current balanced log data, wherein the current balanced log data includes previous incidents of failures of the at least one software application;
applying, by the at least one processor, one or more machine learning techniques to the current balanced log data to generate an application failure predictive model based on the previous incidents of failures of the at least one software application;
generating, by the at least one processor, at least one indication of at least one future failure of the software application based on one or both of future balanced log data and/or the application failure predictive model; and
causing, by the at least one processor, based on the at least one indication, at least one remedial activity to be performed to or with the software application to mitigate or avoid the at least one future failure of the software application;
wherein the configuring the tabular data into the readable tabular format comprises generating a dictionary and fields that provide additional details regarding the log data, wherein the dictionary and fields are stored with the readable tabular format of the tabular data in a virtual environment.