AAISM Question #18: Real Exam Question with Answer & Explanation

The correct answer is B: Data validation. The AAISM technical controls framework emphasizes data validation as the primary safeguard against data poisoning attacks. Poisoning occurs when attackers insert malicious or corrupted data into training sets. Validation techniques verify the quality, authenticity, and consistenc

AI Security Design and Implementation

Question

Which of the following controls BEST mitigates the risk of data poisoning?

Options

AData set restoration
BData validation
CDigital watermarking
DIntrusion detection

Explanation

The AAISM technical controls framework emphasizes data validation as the primary safeguard against data poisoning attacks. Poisoning occurs when attackers insert malicious or corrupted data into training sets. Validation techniques verify the quality, authenticity, and consistency of input data before training, preventing compromised samples from corrupting the model. Restoration helps after compromise, watermarking protects ownership, and intrusion detection monitors networks rather than data quality. The most effective preventive measure is data

Topics

#Data poisoning#Data validation#AI security controls#Machine learning security

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