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| 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. Continuous improvement and monitoring
- 2. AI governance and responsible AI
|
| Topic 3: Data for AI | | - Data identification and governance
- 1. Data sourcing and selection
- 2. Data compliance and ethics
|
| Topic 4: AI Model Development and Iteration | | - Model building and validation
- 1. Iterative delivery approach
- 2. Machine learning / generative AI model development
|
| Topic 5: Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
- 1. Define AI business objectives
- 2. Feasibility and ROI analysis
|
| Topic 6: Data Preparation for AI | | - Data cleaning and transformation
- 1. Data quality assurance
- 2. Feature engineering and preparation
|
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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q196-Q201):
NEW QUESTION # 196
Different AI project team members are responsible for various parts of the project, both cognitive and non-cognitive. The project manager needs to ensure effective accountability documentation.
Which method will help to ensure accurate documentation?
- A. Using a centralized documentation system accessible to all team members
- B. Assigning documentation responsibilities to a dedicated documentation team
- C. Implementing periodic documentation reviews by the project manager
- D. Creating separate documentation protocols for cognitive and non-cognitive parts
Answer: A
Explanation:
Using a centralized documentation system gives all team members a single source of truth for responsibilities, decisions, progress, and accountability across both cognitive and noncognitive project work. This helps ensure documentation remains accurate, accessible, and consistently maintained.
NEW QUESTION # 197
You want to create a model to figure out if a customer would be likely to repurchase a certain item. The project owner doesn't want you to create anything too complicated, and you have a limited data set to work with.
Which algorithm is the best choice given these constraints?
- A. Ensemble models
- B. Neural Networks
- C. Generative AI
- D. Naive Bayes
Answer: D
NEW QUESTION # 198
An organization is to undertake a multi-pattern AI project. They want to build a robot that is able to roam the halls as well as converse with employees and answer basic questions.
What is the best approach for handling this project?
- A. Run it as a hybrid approach and some phases are run separately while other phases are combined together
- B. Run each pattern in isolation, with separate teams
- C. Run each pattern as its own project, with their own CPMAI phase iterations, data requirements, and project needs
- D. Run it as one project, combining teams, data requirements, and project needs
Answer: A
NEW QUESTION # 199
An AI project team has identified a gap in their data knowledge and experience. They need to address this issue in order to proceed with their AI implementation. What is the effective solution?
- A. Engage in a comprehensive data immersion program to build internal capabilities.
- B. Hire an external data consultant to provide targeted guidance and training.
- C. Utilize an AI-specific data enhancement protocol to improve data quality.
- D. Deploy an adaptive data knowledge framework (ADKF) to bridge the expertise gap.
Answer: B
Explanation:
Hiring an external data consultant provides immediate targeted expertise to address the team's data knowledge and experience gap. The consultant can guide the team on data quality, preparation, governance, and implementation practices while also helping build internal capability through training.
NEW QUESTION # 200
Your team has collected petabytes of data for your AI project. As the project lead, you understand this is too much data to use for this iteration of the project.
What is the best course of action to take with this data?
- A. Data Deduping to reduce overall size and data complexity.
- B. Data integration focused on reducing the number of data sources.
- C. Data selection and attribute pruning to reduce overall size and data complexity.
- D. Careful algorithm selection that reduces the need for data.
Answer: C
NEW QUESTION # 201
......
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