talk-data.com talk-data.com

PyData talk 2025-07-11 at 20:55

From Model to Trust: Building upon tamper-proof ML metadata records

Topics

Description

The increasing prevalence of AI models necessitates robust mechanisms to ensure their trustworthiness. This talk introduces a standardized, PKI-agnostic approach to verifying the origins and integrity of machine learning models, as built by the OpenSSF Model Signing project. We extend this methodology beyond models to encompass datasets and other associated files, offering a holistic solution for maintaining data provenance and integrity.