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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| AI Operationalization and Governance | - Deployment and lifecycle management
| |
| Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
|
| AI Model Development and Iteration | - Model building and validation
| |
| Data for AI | - Data identification and governance
| |
| Data Preparation for AI | - Data cleaning and transformation
| |
| AI System Testing and Evaluation | - Model evaluation and monitoring
|
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
1. During the evaluation of an AI solution, the project team notices an unexpected decline in model performance. The model was previously achieving high accuracy but has recently shown increased error rates. Which action will identify the cause of the performance decline?
A) Checking for issues in the data preprocessing pipeline that may have introduced noise
B) Reviewing recent changes made to the model's architecture and parameters
C) Increasing the amount of regularization to prevent overfitting
D) Analyzing the distribution of real world data for potential shifts
2. An IT services company project manager is creating an AI project scope statement. They need to include details on the environments, devices, and personnel that will use the AI solution. What should the project manager do?
A) Perform a detailed technical requirements audit for the scope statement.
B) Gain stakeholder buy-in to proceed with the project.
C) Develop a comprehensive usage scenario analysis.
D) Create an AI efficacy program to complete the scope statement.
3. The team is working to build a data preparation pipeline for the conversational chatbot project.
Which phase of CPMAI is this done?
A) Phase III
B) Phase II
C) Phase VI
D) Phase I
E) Phase V
F) Phase IV
4. An AI project must comply with strict data protection and industry regulations. The project manager needs to ensure all processes align with legal requirements throughout the lifecycle.
Which stakeholder is most critical to involve continuously?
A) Data engineer
B) Scrum master
C) Legal and compliance officer
D) UX designer
5. A project manager is considering the feasibility of an AI solution for a project aimed at improving customer service response times. They need to decide whether the project requirements can be solved with existing technologies or whether AI is the best approach. Which principle do the project manager's activities represent?
A) Determining automation potential
B) Assessing scalability requirements
C) Evaluating cognitive alternatives
D) Identifying ethical concerns
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: C |





