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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Operationalization and Governance | - Deployment and lifecycle management
| |
| Topic 2: Data for AI | - Data identification and governance
| |
| Topic 3: Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
|
| Topic 4: AI Model Development and Iteration | - Model building and validation
| |
| Topic 5: Data Preparation for AI | - Data cleaning and transformation
| |
| Topic 6: AI System Testing and Evaluation | - Model evaluation and monitoring
|
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
For AI projects the code and systems don't matter as much as the data. In fact, big data is what's powering much of this latest wave of AI. What's most important for your company to consider around data?
- A. Have team members that have experience, understanding of tools, and the ability to deal with massive volumes of data.
- B. Because of almost-infinite storage and compute power, collect as much data as possible and deal with organizing it later.
- C. Understanding which algorithms are best for your data needs.
- D. Collect enormous amounts of data - the more data the better.
Correct Answer: A 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
An energy technology company is in the data preparation phase of developing an AI model to predict equipment maintenance needs. The project manager is deciding how to handle data from multiple formats. What is an effective technique the project manager should use?
- A. Data consolidation
- B. Schema mapping
- C. Data warehousing
- D. Cross-validation
Correct Answer: B 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
Your team has created a model that is going to be used for monitoring systems and it needs to provide analysis on a weekly basis. What's the most appropriate Model Operationalization approach?
- A. Real-time prediction
- B. Batch prediction
- C. Stream learning
- D. Web service / Microservice
Correct Answer: B 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
An aerospace company is integrating AI for predictive maintenance. The project manager is concerned about potential delays due to external dependencies. Which initial step should the project manager take?
- A. Engage with multiple suppliers
- B. Increase resource allocation
- C. Establish contingency plans
- D. Implement just-in-time inventory
Correct Answer: C 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
A government agency is using an AI system to analyze public data for policymaking decisions.
The project manager needs to address the risks related to data accuracy, privacy, and misuse.
What represents the highest risk to the agency?
- A. The user data is stored in an unsecured database.
- B. The AI system relies on third-party providers.
- C. The AI system is not regularly updated with new data.
- D. The system lacks a transparency process.
Correct Answer: A 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
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