expertise needed

security

Requires security expertise for threat analysis and mitigation

4 techniques
GoalsModelsData TypesDescription
Red Teaming
Procedural
Architecture/model Agnostic
Requirements/black Box
Any
Red teaming is a structured adversarial evaluation process in which a dedicated team systematically probes an AI/ML...
Data Poisoning Detection
Algorithmic
Architecture/model Agnostic
Requirements/white Box
+1
Any
Data poisoning detection identifies malicious training data designed to compromise model behaviour. This technique...
Model Extraction Defence Testing
Testing
Architecture/model Agnostic
Requirements/black Box
Any
Model extraction defence testing evaluates protections against attackers who attempt to steal model functionality by...
Membership Inference Attack Testing
Testing
Architecture/model Agnostic
Requirements/black Box
Any
Membership inference attack testing evaluates whether adversaries can determine if specific data points were included in...
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