System and method for intelligent generation of privilege logs

A system for intelligent generation of a privilege log, the system comprising:

• one or more processors;
• a communication interface communicatively coupled to a document storage system storing a corpus of documents;
• and
• one or more memories storing non-transitory, computer-readable instructions that, when executed by the one or more processors, cause the system to:
• apply an unsupervised machine learning model to the corpus of documents to identify a plurality of topics associated with the corpus of documents;
• associate a plurality of categories with respective subsets of the plurality of topics;
• execute a first classifier training model to train a first classifier for a category of the plurality of categories and a second classifier training model to train a second classifier for the category;
• determine a performance metric for the first classifier for the category and a performance metric for the second classifier for the category;
• select one of the first classifier or the second classifier for the category based on the performance metrics;
• apply the selected classifier to documents in the corpus of documents;
• and
• generate a privilege log based upon the classifiers applied to documents in the corpus of documents.

A non-transitory computer-readable storage medium storing processor-executable instructions, that when executed cause one or more processors to:

• apply an unsupervised machine learning model to a corpus of documents to identify a plurality of topics associated with the corpus of documents;
• execute a first classifier training model to train a first classifier for a category of the plurality of topics and a second classifier training model to train a second classifier for the category;
• determine a performance metric for the first classifier for the category and a performance metric for the second classifier for the category;
• select one of the first classifier or the second classifier for the category based on the performance metrics;
• apply the selected classifier to documents in the corpus of documents;
• and
• generate a privilege log by applying a set of rules that utilizes the classifiers applied to documents in the corpus of documents.