Network embeddings model for personal identifiable information protection

A non-transitory computer readable medium comprising computer executable instructions stored thereon that, when executed by one or more processing units, causes the one or more processing units to:

• create a corpus by receiving a transactions log of network activity;
• create a crafted encoded corpus by selecting a subset of information from the transactions log, wherein the crafted encoded corpus comprising at least a label in clear text and a plurality of content data corresponding to the label that are encrypted to protect personal identifiable information;
• create a network embeddings model based on the crafted encoded corpus, the network embeddings model including a vector of numbers for each of a plurality of network assets within a network security environment in the crafted encoded corpus based on a presence of each of the plurality of network assets that are proximate to each other in the crafted encoded corpus;
• and
• deploy the network embeddings model within the network security environment.