Deep learning system for accelerated diagnostics on unstructured text data

An apparatus, comprising:

• one or more network interfaces to communicate with a network;
• a processor coupled to the network interfaces and configured to execute one or more processes;
• and
• a memory configured to store a process executable by the processor, the process when executed configured to:
• obtain unstructured text generated by a device regarding operation of the device;
• identify the unstructured text as associated with a particular command or process that generated the unstructured text;
• classify a portion of the unstructured text as anomalous by inputting the portion of the unstructured text to a machine learning-based model trained to predict text that is generated by the particular command or process and expected to appear in the unstructured text, wherein the portion of the unstructured text is classified as anomalous when it deviates from the text that is predicted by the machine learning-based model;
• and
• provide the unstructured text for display that includes an indication that the portion of the unstructured text is anomalous.

A tangible, non-transitory, computer-readable medium storing program instructions that cause an apparatus in a network to execute a process comprising:

• obtaining unstructured text generated by a device regarding operation of the device;
• identifying the unstructured text as associated with a particular command or process that generated the unstructured text;
• classifying a portion of the unstructured text as anomalous by inputting the portion of the unstructured text to a machine learning-based model trained to predict text that is generated by the particular command or process and expected to appear in the unstructured text, wherein the portion of the unstructured text is classified as anomalous when it deviates from the text that is predicted by the machine learning-based model;
• and
• providing the unstructured text for display that includes an indication that the portion of the unstructured text is anomalous.