Protection for AI/ML Models and Training Data

This document is a technical report that outlines how ShardSecure protects AI and machine learning (AI/ML) models and training data from various threats, including industrial espionage, ransomware, and tampering. It describes the high costs associated with developing AI/ML models and the importance of safeguarding proprietary datasets that serve as the foundation for advanced technologies. The report details the vulnerabilities of AI/ML models stored in cloud environments and emphasizes the need for additional security measures to prevent unauthorized access. ShardSecure's Microshard platform is presented as an innovative solution that offers advanced data security features, such as file-level encryption and separation of duties for data sovereignty. The platform is designed to ensure data integrity and high availability, mitigating the risks of data tampering and adversarial machine learning attacks. It also highlights the ease of integration with existing systems and the minimal impact on performance, making it a viable option for organizations looking to protect their valuable AI/ML assets.