MITRE ATLASmitigation
AML.M0007 Sanitize Training Data
- Created
- 2023-04-12
Description
Detect and remove or remediate poisoned training data. Training data should be sanitized prior to model training and recurrently for an active learning model.
Implement a filter to limit ingested training data. Establish a content policy that would remove unwanted content such as certain explicit or offensive language from being used.
Related
Mitigates · MITRE ATLAS (4)
- AML.T0059 Erode Dataset Integrity technique
- AML.T0010.002 Data sub-technique
- AML.T0018.000 Poison AI Model sub-technique
- AML.T0020 Poison Training Data technique