CPMAI考試指南 &最新CPMAI考證

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PMI CPMAI Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: AI System Testing and Evaluation		- Model evaluation and monitoring 1. Explainability and reliability assessment 2. Performance evaluation and drift detection
Topic 2: AI Operationalization and Governance		- Deployment and lifecycle management 1. AI governance and responsible AI 2. Continuous improvement and monitoring
Topic 3: AI Model Development and Iteration		- Model building and validation 1. Machine learning / generative AI model development 2. Iterative delivery approach
Topic 4: Data Preparation for AI		- Data cleaning and transformation 1. Feature engineering and preparation 2. Data quality assurance
Topic 5: Data for AI		- Data identification and governance 1. Data compliance and ethics 2. Data sourcing and selection
Topic 6: Identify Business Needs and Solutions	26%	- Problem framing and business alignment 1. Feasibility and ROI analysis 2. Define AI business objectives

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最新的 CPMAI CPMAI 免費考試真題 (Q163-Q168):

問題 #163
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 AI system is not regularly updated with new data.
B. The system lacks a transparency process.
C. The user data is stored in an unsecured database.
D. The AI system relies on third-party providers.

答案：C

解題說明：
Storing user data in an unsecured database creates the highest risk because it directly exposes sensitive information to unauthorized access, privacy violations, misuse, and regulatory noncompliance. For a government AI system, weak data security can undermine public trust and create serious legal and ethical consequences.

問題 #164
A city transportation department is deploying an AI model that adjusts traffic signal timing. The department is concerned that traffic patterns will shift seasonally and during major events. What is the best method to manage this risk after deployment?

A. Rely on vendor guarantees instead of internal controls
B. Disable model updates to maintain consistent behavior
C. Increase the training dataset size once before launch
D. Perform continuous monitoring and auditing for drift and performance degradation

答案：D

解題說明：
PMI-CPMAI emphasizes that AI solutions require lifecycle governance, including operational controls that sustain trustworthy performance in changing real-world conditions. The PMI-CPMAI exam outline highlights practices such as maintaining audit trails and applying responsible and trustworthy AI oversight as part of operationalization. In dynamic environments like traffic control, model drift and data drift are expected: shifts in commuting behavior, roadworks, special events, and weather can change the distributions the model sees. The most PMI-aligned method is continuous monitoring and auditing, which supports early detection of performance degradation, emerging bias, and safety- impacting behaviors, and enables controlled remediation (retraining, threshold adjustments, rollback plans).

問題 #165
A project team is assessing a customer dataset and finds that 22 percent of records have a null value in the primary address field, and several records list contradictory account open dates.
Which two data quality dimensions are most directly affected?

A. Accuracy and uniqueness
B. Timeliness and relevance
C. Validity and accessibility
D. Completeness and consistency

答案：D

解題說明：
Missing values in a required field represent a completeness problem, while contradictory values for the same attribute represent a consistency problem. Identifying which specific dimensions are affected determines the appropriate remediation approach during Data Preparation.

問題 #166
A logistics company is planning to separate cognitive and noncognitive parts of an AI project.
They need to manage teams working on these parts. What is a necessary initial task?

A. Implementing a customer-driven feedback loop in planning
B. Conducting a skills assessment to assign team members accordingly
C. Utilizing a project management software to monitor progress
D. Developing a project charter outlining responsibilities for each team

答案：B

解題說明：
Conducting a skills assessment helps determine which team members are best suited for cognitive AI work, such as model development and data science, and which are better suited for noncognitive automation or traditional implementation tasks. This supports proper team assignment before execution begins.

問題 #167
Your team is working on an image recognition project, have collected the appropriate data for the project, and have picked a neural network algorithm. They are now ready to train their model. In which phase of CPMAI is this done?

A. Phase VI
B. Phase III
C. Phase I
D. Phase IV
E. Phase II
F. Phase V

答案：D

解題說明：
Phase IV of CPMAI is where model training and development occur, including training chosen algorithms like neural networks on prepared data.

問題 #168
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