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| Section | Weight | Objectives |
|---|
| Topic 1: Identify Data Needs | 26% | - Ensure data quality, privacy, security, and compliance - Define data requirements and sources - Plan data collection, storage, and infrastructure
|
| Topic 2: Manage AI Model Development and Evaluation | 16% | - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability - Oversee model design, training, and validation
|
| Topic 3: Operationalize AI Solution | 17% | - Manage change, adoption, and governance post-launch - Deploy AI systems into production - Establish monitoring, maintenance, and improvement processes
|
| Topic 4: Support Responsible and Trustworthy AI Efforts | 15% | - Ensure fairness, transparency, accountability - Manage bias, risk, compliance, and societal impact - Establish ethical and governance frameworks
|
| Topic 5: Identify Business Needs and Solutions | 26% | - Align AI initiatives with organizational strategy - Evaluate feasibility and value of AI solutions - Define requirements, scope, and success criteria
|
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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q283-Q288):
NEW QUESTION # 283
A project team is preparing to move to the next phase of their AI project. The team needs to ensure that all transparency and explainability requirements are met. Which activity should the project team perform?
- A. Define the ethical guidelines for the AI project.
- B. Document the decision-making process of the AI model.
- C. Conduct a thorough data quality assessment.
- D. Establish a feedback mechanism for ongoing evaluation.
Answer: B
Explanation:
Documenting the decision-making process of the AI model directly supports transparency and explainability by showing how inputs are used, how outputs are generated, and how decisions can be reviewed or justified before moving to the next project phase.
NEW QUESTION # 284
A project manager is evaluating an AI model's performance to determine its business impact. The model has shown high accuracy during testing but has not been implemented yet in a live environment. The project manager needs to decide what to assess to ensure the model's effectiveness. What should the project manager do?
- A. Evaluate the ethical implications of operationalizing the model.
- B. Check if the training data represents real-world scenarios.
- C. Determine the scalability for future expansions.
- D. Conduct a cost-benefit analysis of the model's implementation.
Answer: B
Explanation:
Checking whether the training data represents real-world scenarios helps determine if the model's high testing accuracy is likely to translate into effective performance after deployment. A model can test well but fail to deliver business impact if the data used for training and testing does not reflect live operating conditions.
NEW QUESTION # 285
A project team lacks sufficient labeled data for supervised learning but must still deliver a functional AI solution. Time constraints prevent extensive manual labeling. What is the most appropriate approach to continue development effectively?
- A. Use unsupervised or semi-supervised learning methods
- B. Ignore labels and proceed
- C. Cancel the project
- D. Duplicate existing labeled data
Answer: A
Explanation:
Alternative learning approaches work with limited labeled data.
NEW QUESTION # 286
Your team was given a large dataset and has been tasked with organizing the data by type to make better insights from the results. You are facing problems with the approach that the previous project lead used which was a regression algorithm. What type of algorithm is the best approach for this project?
- A. Regression
- B. Multiclass Classification
- C. Binary (or Binomial) Classification
- D. Clustering
Answer: D
Explanation:
Clustering is an unsupervised learning method ideal for organizing data into groups based on similarities without predefined labels, making it suitable for data organization tasks.
NEW QUESTION # 287
An AI project team needs to consider compliance with data regulations and explainability standards as requirements for a new AI solution. At what point in the project should the requirements be approached?
- A. As part of the business understanding phase
- B. As part of the data preparation phase
- C. As optional guidelines based on project scope
- D. As part of the final testing phase
Answer: A
Explanation:
Compliance with data regulations and explainability standards should be addressed during the business understanding phase so they become formal project requirements from the start. This ensures the AI solution is planned, designed, validated, and operationalized in alignment with legal, ethical, and stakeholder expectations.
NEW QUESTION # 288
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