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PMI CPMAI Exam Syllabus Topics:

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

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                          PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q143-Q148):

                          NEW QUESTION # 143
                          During development of a healthcare AI diagnostic tool, stakeholders request improving model accuracy by using a complex black-box model, reducing interpretability. Regulatory requirements emphasize transparency in clinical decisions. How should the project manager respond to this request?

                          Answer: D

                          Explanation:
                          The PM must balance performance with regulatory explainability requirements before making a decision.


                          NEW QUESTION # 144
                          A project manager needs to select an effective technique to address distinct outputs and objectives in AI/machine learning (ML) model training. What should the project manager use?

                          Answer: A

                          Explanation:
                          A sequence of prompts tailored to each output allows the training process to handle different objectives separately and guide the model toward the specific type of response or result required for each task.


                          NEW QUESTION # 145
                          As an organization building an AI solution for your current customers based in NYC, but with possible plans for future expansion, how should you handle worldwide AI laws and regulations?

                          Answer: A

                          Explanation:
                          It is essential to comply with relevant data, privacy, and AI laws not only in the current operating region but also in regions targeted for expansion, ensuring legal readiness and avoiding future compliance risks.


                          NEW QUESTION # 146
                          A project manager is planning the first iteration of an AI initiative that will eventually support twelve business processes across four regions.
                          What is the recommended scoping approach for the initial iteration?

                          Answer: D

                          Explanation:
                          CPMAI is iterative and incremental, with each iteration delivering a small, complete slice of value.
                          A narrow initial use case validates data availability, technical feasibility, and business value quickly while limiting exposure if assumptions prove incorrect.


                          NEW QUESTION # 147
                          Upper management is looking to roll out a new product and wants to see if there are any patterns and insights that can be discovered from customer data. Your team has been tasked to discover these potential patterns and structures within this data. Which type of machine learning approach would be most appropriate to pick for this problem?

                          Answer: D

                          Explanation:
                          Unsupervised learning is used to discover hidden patterns or structures in unlabeled data, making it appropriate for exploring customer data without predefined outcomes.


                          NEW QUESTION # 148
                          ......

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