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AAISM AI Technologies And Controls Practice Question

You are securing a PyTorch model and want to implement differential privacy to protect the training data. Which library is specifically designed to work with PyTorch for this purpose?

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

Opacus

Opacus is the official PyTorch library for training models with differential privacy.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • TensorFlow Privacy

    Why it's wrong here

    This is for TensorFlow, not PyTorch.

  • Hugging Face Evaluate

    Why it's wrong here

    This library is for computing performance metrics.

  • Adversarial Robustness Toolbox (ART)

    Why it's wrong here

    ART is for testing robustness, not implementing differential privacy during training.

  • Opacus

    Why this is correct

    Opacus is the standard privacy library for PyTorch.

About these practice questions

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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.