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| Section | Weight | Objectives |
|---|
| Topic 1: AI Fundamentals | 16% | - Concepts and terminology of Artificial Intelligence - Types of AI and Machine Learning - AI capabilities and limitations
|
| Topic 2: Managing AI | 8% | - Stakeholder management - Managing AI project teams and resources - Risk management in AI projects
|
| Topic 3: Trustworthy AI | 9% | - Ethical considerations and bias - Transparency and explainability - Privacy and security
|
| Topic 4: Machine Learning | 13% | - Deep Learning and Neural Networks - Supervised, Unsupervised, and Reinforcement Learning - Algorithms and models (e.g., NLP, Computer Vision)
|
| Topic 5: CPMAI Methodology | 41% | - Phase I: Problem Identification
- 1. Identify business needs and solutions
- 2. Evaluate initial AI feasibility
- Phase VI: Iteration & Monitoring
- 1. Retraining and model drift management
- 2. Continuous monitoring and iteration
- Phase II: Data Identification & Curation
- 1. Identify data needs
- 2. Assess data readiness and quality
- Phase III: Algorithm Selection & Model Training
- 1. Manage model training and configuration
- 2. Oversee AI/ML model technique selection
- Phase V: Operationalization
- 1. Define success criteria and monitoring
- 2. Plan for deployment and integration
- Phase IV: Model Evaluation
- 1. Oversee AI/ML model QA/QC
- 2. Evaluate model performance against metrics
|
| Topic 6: Data for AI | 13% | - Data preparation and preprocessing - Data strategy and governance - DataOps concepts
|
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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q150-Q155):
NEW QUESTION # 150
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. Utilize an AI-specific data enhancement protocol to improve data quality.
- C. Deploy an adaptive data knowledge framework (ADKF) to bridge the expertise gap.
- D. Hire an external data consultant to provide targeted guidance and training.
Answer: D
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 # 151
Multiple teams are developing AI solutions independently, resulting in inconsistent ethical practices and governance standards. Leadership wants to ensure alignment across all projects.
What is the best action for the project manager to recommend?
- A. Establish an AI governance framework and policies
- B. Allow teams full autonomy
- C. Focus only on technical performance
- D. Increase model complexity
Answer: A
Explanation:
Governance frameworks ensure consistent ethical and operational standards.
NEW QUESTION # 152
A manufacturing company is operationalizing an AI-driven quality control system. The project manager needs to ensure data privacy and regulatory compliance due to the critical nature in protecting sensitive operational data. What is an effective technique that addresses these requirements?
- A. Applying data anonymization to the dataset
- B. Utilizing a secure multiparty computation framework
- C. Using a hybrid encryption scheme for storage
- D. Implementing a zero-trust architecture for network security
Answer: A
Explanation:
Applying data anonymization protects sensitive operational data by removing or masking identifying information before it is used in the AI quality control system. This supports data privacy and helps meet regulatory compliance requirements while still allowing the dataset to be analyzed.
NEW QUESTION # 153
An IT services company project manager is creating an AI project scope statement. They need to include details on the environments, devices, and personnel that will use the AI solution. What should the project manager do?
- A. Perform a detailed technical requirements audit for the scope statement.
- B. Create an AI efficacy program to complete the scope statement.
- C. Develop a comprehensive usage scenario analysis.
- D. Gain stakeholder buy-in to proceed with the project.
Answer: C
Explanation:
Developing a comprehensive usage scenario analysis defines how the AI solution will be used, including the operating environments, devices, user roles, workflows, and personnel involved.
This provides the practical context needed for a complete AI project scope statement.
NEW QUESTION # 154
The confusion matrix measures how the algorithm performs for a binary classification activity. As your team is running tests to evaluate model performance, they are seeing the model is incorrectly categorizing flowers as trees.
Your model is provided the following:
- A. False Positive results
- B. True Positive results
- C. False Negative results
- D. True Negative results
Answer: A
NEW QUESTION # 155
......
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