18210840. Securing Machine Learning (ML) Pipelines Using Data Loss Prevention (GOOGLE LLC)

Securing Machine Learning (ML) Pipelines Using Data Loss Prevention

Organization Name

GOOGLE LLC

Inventor(s)

Hari Bhaskar Sankaranarayanan of Bangalore (IN)

Securing Machine Learning (ML) Pipelines Using Data Loss Prevention

This abstract first appeared for US patent application 18210840 titled 'Securing Machine Learning (ML) Pipelines Using Data Loss Prevention

Original Abstract Submitted

Aspects of the disclosed technology include techniques and mechanisms for securing machine learning (ML) training pipelines and ML pipeline models using data loss prevention (DLP). A DLP ML engine may use different levels of detection to determine whether a command manipulates or disseminates sensitive data. The DLP ML engine may progress through the different levels of detection where each level of detection may engage different methods for determining whether the command is used for generative AI purposes. Based on determining a command is not used for generative AI purposes, the DLP ML engine may allow execution of the command. Alternatively, based on determining the command is used for generative AI purposes, the DLP ML engine may trigger preventive measures.