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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI System Testing and Evaluation- Model evaluation and monitoring
  • 1. Performance evaluation and drift detection
    • 2. Explainability and reliability assessment
      Topic 2: Data for AI- Data identification and governance
      • 1. Data sourcing and selection
        • 2. Data compliance and ethics
          Topic 3: AI Model Development and Iteration- Model building and validation
          • 1. Machine learning / generative AI model development
            • 2. Iterative delivery approach
              Topic 4: AI Operationalization and Governance- Deployment and lifecycle management
              • 1. Continuous improvement and monitoring
                • 2. AI governance and responsible AI
                  Topic 5: Data Preparation for AI- Data cleaning and transformation
                  • 1. Data quality assurance
                    • 2. Feature engineering and preparation
                      Topic 6: Identify Business Needs and Solutions26%- Problem framing and business alignment
                      • 1. Feasibility and ROI analysis
                        • 2. Define AI business objectives

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

                          1. A company's leadership team has requested insights into the AI model's ability to support decision-making processes without requiring them to understand complex technical details.
                          Which step should the project manager take?

                          A) Discuss how ensemble methods improve the model's robustness.
                          B) Describe the model's backpropagation and gradient descent optimization.
                          C) Explain the role of neural network architectures in prediction accuracy.
                          D) Demonstrate how the model's output can be integrated and used in end-user systems.


                          2. A project manager meets with a customer for initial discussions about an upcoming project. At the end of the meeting, the customer asks the project manager for a rough estimate of the project duration. Based on her experience with three similar projects, the project manager provides an estimate of 8-10 months. What's wrong with this timeframe?

                          A) It's underestimating the project timeline by 3 months
                          B) It fits into a waterfall timeframe, but not an agile project timeframe
                          C) It's not accounting for data preparation timelines
                          D) It's not accounting for potential project delays


                          3. A financial institution is implementing a new AI system for fraud detection. The project team must ensure the data meets the needs of the AI solution by verifying data quality, completeness, and relevance. They have access to various internal and external data sources. Which method addresses the project team's objectives?

                          A) Integrating data without improvement checks to expedite the project timeline
                          B) Conducting a comprehensive data audit and cleansing process
                          C) Using pretrained models without tailoring to specific data
                          D) Limiting the data sources to internal databases to avoid complications


                          4. You're being told by upper management that you need to manage a new AI project. You need to determine the AI project fit to make sure you're actually solving a real business problem. During phase I: Business Understanding, you should consider at least one of the following (Choose all that apply):

                          A) Solves a previously unsolved problem
                          B) Explores a proof of concept for an AI project
                          C) Improve company competitiveness in the market
                          D) Solves an already solved problem but does it better and cheaper
                          E) Has the "cool" factor
                          F) Enhance revenue


                          5. As the project manager, you are leading a brainstorming session with key stakeholders around a new Hyperpersonalization project. What's a key feature for this project that should happen to ensure success?

                          A) Develop a unique profile of each individual, and have that profile learn and adapt over time for a wide variety of purposes
                          B) Develop a unique profile of each individual, and manually update that profile over time for a wide variety of purposes
                          C) Develop a unique profile of each type of individual, and have that profile stay the same over the lifetime of that user
                          D) Develop a unique profile of each individual, and having that profile both learn and adapt over time as well as be programmed for a wide variety of purposes


                          Solutions:

                          Question # 1
                          Answer: D
                          Question # 2
                          Answer: C
                          Question # 3
                          Answer: B
                          Question # 4
                          Answer: A,C,D,F
                          Question # 5
                          Answer: D

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