Description

Pre-training, fine-tuning, or embedding data is manipulated to alter the model's behavior, compromise integrity, or degrade performance.

Impact

- Alteration of the model's behavior. - Compromise of integrity. - Degradation of performance. - Increased error rates. - Embedding of malicious instructions.

Recommendation

- SSO and MFA to limit who can access your data and AI platform. - Enforce data quality checks on batch and streaming data before they make it to the datasets. - Validate and audit all training datasets. - Implement sandboxing.

Threat

Authenticated attacker from the Internet.

Expected Remediation Time

⏱️ 60 minutes.

Requirements

Fixes