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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
AI Model Development and Iteration- Model building and validation
  • 1. Iterative delivery approach
    • 2. Machine learning / generative AI model development
      Data for AI- Data identification and governance
      • 1. Data compliance and ethics
        • 2. Data sourcing and selection
          Data Preparation for AI- Data cleaning and transformation
          • 1. Feature engineering and preparation
            • 2. Data quality assurance
              AI System Testing and Evaluation- Model evaluation and monitoring
              • 1. Explainability and reliability assessment
                • 2. Performance evaluation and drift detection
                  Identify Business Needs and Solutions26%- Problem framing and business alignment
                  • 1. Feasibility and ROI analysis
                    • 2. Define AI business objectives
                      AI Operationalization and Governance- Deployment and lifecycle management
                      • 1. Continuous improvement and monitoring
                        • 2. AI governance and responsible AI

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                          PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q99-Q104):

                          NEW QUESTION # 99
                          A project member is deciding on the appropriate AI algorithm for a new project. The goal is to achieve high accuracy while maintaining transparency in the decision-making process.
                          What should the project manager suggest?

                          Answer: D

                          Explanation:
                          Evaluating algorithm explainability helps ensure the selected model can provide understandable reasons for its predictions or decisions while still meeting performance requirements. This directly supports the project's need to balance accuracy with transparency.


                          NEW QUESTION # 100
                          You're testing your model and it is overly sensitive to the fluctuations of data and having trouble generalizing. What type of problem is this?

                          Answer: B

                          Explanation:
                          Overfitting occurs when a model is too sensitive to training data fluctuations, capturing noise instead of general patterns, which reduces its ability to generalize to new data.


                          NEW QUESTION # 101
                          A deployed AI system meets all technical acceptance criteria, but six weeks after release, usage data shows that fewer than 10 percent of intended users are engaging with it.
                          What was most likely inadequate?

                          Answer: C

                          Explanation:
                          Technical success does not produce business value unless users adopt the system in their workflow. Adoption requires training, workflow integration, communication, and management of concerns about how the system affects existing roles.


                          NEW QUESTION # 102
                          Your organization has just rolled out a new image recognition system and is asking all employees to use it. It was trained using images from the ImageNet test set. After a few weeks, users are finding the results are not as expected and are asking for visibility into all the aspects of what went into building an AI system. What area of Trustworthy AI is being addressed here?

                          Answer: A

                          Explanation:
                          Transparent AI focuses on providing visibility into how AI systems are built, including data sources and processes, to build user trust and understanding.


                          NEW QUESTION # 103
                          A telecommunications company plans to operationalize a new AI-powered network optimization tool. The project manager needs to identify and map out all necessary tasks and associated resources. Which activity should the project manager perform?

                          Answer: D

                          Explanation:
                          Developing a work breakdown structure decomposes the AI operationalization work into manageable tasks and connects those tasks to the required resources, making it easier to define scope, responsibilities, and execution needs.


                          NEW QUESTION # 104
                          ......

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