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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Machine Learning13%- Supervised, Unsupervised, and Reinforcement Learning
- Algorithms and models (e.g., NLP, Computer Vision)
- Deep Learning and Neural Networks
Topic 2: Data for AI13%- Data strategy and governance
- DataOps concepts
- Data preparation and preprocessing
Topic 3: CPMAI Methodology41%- Phase VI: Iteration & Monitoring
  • 1. Retraining and model drift management
  • 2. Continuous monitoring and iteration
- Phase III: Algorithm Selection & Model Training
  • 1. Oversee AI/ML model technique selection
  • 2. Manage model training and configuration
- Phase I: Problem Identification
  • 1. Identify business needs and solutions
  • 2. Evaluate initial AI feasibility
- Phase II: Data Identification & Curation
  • 1. Identify data needs
  • 2. Assess data readiness and quality
- Phase IV: Model Evaluation
  • 1. Evaluate model performance against metrics
  • 2. Oversee AI/ML model QA/QC
- Phase V: Operationalization
  • 1. Plan for deployment and integration
  • 2. Define success criteria and monitoring
Topic 4: Managing AI8%- Stakeholder management
- Managing AI project teams and resources
- Risk management in AI projects
Topic 5: Trustworthy AI9%- Transparency and explainability
- Ethical considerations and bias
- Privacy and security
Topic 6: AI Fundamentals16%- AI capabilities and limitations
- Concepts and terminology of Artificial Intelligence
- Types of AI and Machine Learning

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

Question 1

During the transition to an AI solution, the project manager discovers that certain tasks may not require cognitive Al capabilities and can be handled through traditional automation methods. As a result, the project team starts segregating tasks based on their cognitive requirements. What should the team consider?

A. Proceeding with intelligent functionalities
B. Assessing traditional task complexity
C. Utilizing traditional automation solutions
D. Applying AI capabilities for noncognitive tasks


Question 2

A project manager is preparing a final report on an AI project. The report must highlight lessons learned, focusing on ethical concerns and compliance with data regulations. In addition, the team has identified multiple ethical issues related to data privacy during the project. What is an effective approach to address the situation for future AI projects?

A. Implement a robust ethical data governance framework.
B. Provide additional training on ethical AI practices.
C. Develop a transparent data compliance usage policy.
D. Increase the frequency of compliance audits.


Question 3

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. Focus only on technical performance
B. Allow teams full autonomy
C. Establish an AI governance framework and policies
D. Increase model complexity


Question 4

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. Cancel the project
B. Duplicate existing labeled data
C. Ignore labels and proceed
D. Use unsupervised or semi-supervised learning methods


Question 5

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. Utilize an AI-specific data enhancement protocol to improve data quality.
B. Engage in a comprehensive data immersion program to build internal capabilities.
C. Hire an external data consultant to provide targeted guidance and training.
D. Deploy an adaptive data knowledge framework (ADKF) to bridge the expertise gap.


Solutions:

Question 1
Answer: C
Question 2
Answer: A
Question 3
Answer: C
Question 4
Answer: D
Question 5
Answer: C

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