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| Section | Weight | Objectives |
|---|
| AI Operationalization and Governance | | - Deployment and lifecycle management
- 1. AI governance and responsible AI
- 2. Continuous improvement and monitoring
|
| AI System Testing and Evaluation | | - Model evaluation and monitoring
- 1. Explainability and reliability assessment
- 2. Performance evaluation and drift detection
|
| Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
- 1. Define AI business objectives
- 2. Feasibility and ROI analysis
|
| Data for AI | | - Data identification and governance
- 1. Data sourcing and selection
- 2. Data compliance and ethics
|
| Data Preparation for AI | | - Data cleaning and transformation
- 1. Data quality assurance
- 2. Feature engineering and preparation
|
| AI Model Development and Iteration | | - Model building and validation
- 1. Iterative delivery approach
- 2. Machine learning / generative AI model development
|
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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q313-Q318):
NEW QUESTION # 313
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. Conducting a comprehensive data audit and cleansing process
- B. Limiting the data sources to internal databases to avoid complications
- C. Using pretrained models without tailoring to specific data
- D. Integrating data without improvement checks to expedite the project timeline
Answer: A
Explanation:
Conducting a comprehensive data audit and cleansing process verifies whether internal and external fraud-related data is accurate, complete, relevant, and usable for the AI solution before model development or operationalization.
NEW QUESTION # 314
A project team is trying to determine the most suitable environment to operationalize their AI/machine learning (ML) solution. They need to consider various factors to help ensure a successful implementation. What should the project manager do?
- A. Consider the cost of implementation.
- B. Identify the end users and their interactions.
- C. Analyze the solution's compliance requirements.
- D. Evaluate the system's scalability options.
Answer: B
Explanation:
Identifying the end users and how they will interact with the AI/ML solution helps determine the right operational environment, including where the model should run, how outputs will be delivered, what workflows must be supported, and what usability or integration requirements must be met.
NEW QUESTION # 315
In the early stages of an AI project, the team needs to determine the types of environments and devices where the AI solution will be used. This information is crucial to ensure a successful implementation. Which action should the project manager implement first?
- A. Hold workshops with end users to gather feedback.
- B. Perform a technical requirements audit.
- C. Draft a detailed usage scenario analysis.
- D. Conduct comprehensive user experience research.
Answer: C
Explanation:
Drafting a detailed usage scenario analysis identifies where, how, by whom, and on which devices the AI solution will be used. This provides the practical context needed to define environments, user interactions, deployment needs, and implementation constraints early in the project.
NEW QUESTION # 316
A financial services firm is integrating AI to enhance fraud detection. To oversee data evaluation, the project manager needs to ensure the integrity and accuracy of input data, including transaction histories and customer profiles. Which method provides the results that address the requirements?
- A. Utilizing a prompt pattern to guide the AI model's training process
- B. Applying a visualization generator to create data flow diagrams
- C. Using a fact checklist to systematically verify data sources
- D. Implementing alternative approaches to process data differently
Answer: C
Explanation:
Using a fact checklist provides a systematic way to verify the integrity, accuracy, completeness, and reliability of transaction histories and customer profiles before they are used by the fraud detection model.
NEW QUESTION # 317
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. Clustering
- B. Regression
- C. Multiclass Classification
- D. Binary (or Binomial) Classification
Answer: A
NEW QUESTION # 318
......
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