AAISM AI Technologies And Controls Practice Question
What is the 'Membership Inference' attack in machine learning?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Determining if a specific record was in the training set
This attack determines whether a specific data point was included in the training set, potentially compromising privacy if the data is sensitive.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Brute forcing the user password
Why it's wrong here
This is an IT authentication attack.
- ✓
Determining if a specific record was in the training set
Why this is correct
This exploits the model's tendency to memorize training samples.
- ✗
Adding noise to the output
Why it's wrong here
This is a defense against privacy attacks.
- ✗
Stealing the model's entire weights file
Why it's wrong here
This is model extraction, not membership inference.
About these practice questions
One of 205 original AAISM practice questions on Courseiva, each with a full explanation and wrong-answer analysis — not exam dumps or protected exam content. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed August 2026 · checked against the official ISACA exam blueprint
This AAISM practice question is part of Courseiva's free ISACA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AAISM exam.