CY0-001 practice question 9 of 35

Inconsistent security protocols across various departments have resulted in multiple data leaks during the ﬁne-tuning of decentralized models in…

Choose your answer, then check it against the explanation.

Inconsistent security protocols across various departments have resulted in multiple data leaks during the ﬁne-tuning of decentralized models in Jupyter environments. To address these vulnerabilities and the lack of standardized Risk Management, executive leadership decides to implement a centralized governance structure. The primary objective is to harmonize AI Security policies and provide technical guidance for all machine learning initiatives within the organization. Which of the following organizational structures is BEST suited to provide this centralized leadership and standardization?

Answer options

Correct Answer:

Explanation

The core problem is a lack of centralized governance, standardized policies, and technical guidance for AI security. An AI Center of Excellence (CoE) is an organizational body specifically designed to address these issues. It centralizes AI expertise, establishes best practices and security standards, and provides oversight for all AI initiatives within an organization. This structure directly resolves the described challenges of inconsistent protocols and decentralized risk management by creating a single, authoritative source for AI governance.

Why Incorrect

A. Implement a Shadow AI monitoring and blocking policy: This is a specific security policy, not a comprehensive organizational governance structure that provides leadership and guidance.

B. Deploy a decentralized MLOps pipeline for each department: This reinforces the existing decentralized approach that caused the problem, rather than creating the required centralized governance.

D. Outsource all Model Inference to a third-party provider: This is a tactical decision for one part of the ML lifecycle and does not establish an internal governance structure.

References

1. National Institute of Standards and Technology (NIST). (2023). AI Risk Management Framework (AI RMF 1.0). (NIST AI 100-1). The "Govern" function of the framework (Section 3.1) emphasizes establishing a culture of risk management, which is a primary role of a CoE.

2. Davenport, T. H., & Ronanki, R. (2018). Artificial Intelligence for the Real World. Harvard Business Review. The article discusses organizational structures for AI, highlighting the role of a Center of Excellence in centralizing capabilities and spreading best practices.

3. Stanford University. (Course CS329S). Machine Learning Systems Design. Lecture notes on MLOps and organizational structure frequently discuss the CoE model as a method for scaling AI capabilities and governance effectively across an enterprise.

Question 9 of 35

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