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PMI CPMAI Exam Syllabus Topics:

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

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

Question 1

An aerospace firm is developing an AI system for predictive maintenance of their aircraft. The project team needs to define the required data to train the model. Which activity should the project manager implement?

A. Setting up real-time data streaming from aircraft sensors
B. Developing a comprehensive data collection strategy
C. Conducting a pilot test with a small dataset
D. Implementing data cleaning and preprocessing routines


Question 2

A project manager is evaluating whether an AI model is ready for operationalization. The project team has ensured the model meets accuracy and performance requirements and has conducted extensive testing. However, uncertainty about the model's operationalization in different environments and its compliance with regulatory standards still exists. What should the team do next?

A. Consider retraining the model for better performance.
B. Evaluate the model's adaptability to diverse conditions.
C. Reassess the project's data preparation phase.
D. Implement additional noncognitive solutions.


Question 3

The team is working to build a data preparation pipeline for the conversational chatbot project.
Which phase of CPMAI is this done?

A. Phase II
B. Phase IV
C. Phase V
D. Phase I
E. Phase III
F. Phase VI


Question 4

Your team is tasked with selecting an algorithm for a supervised learning classification project.
Which algorithm might you choose?

A. K-nearest neighbor
B. K-means
C. Q learning
D. Gaussian mixture


Question 5

A city transportation department is deploying an AI model that adjusts traffic signal timing. The department is concerned that traffic patterns will shift seasonally and during major events. What is the best method to manage this risk after deployment?

A. Rely on vendor guarantees instead of internal controls
B. Perform continuous monitoring and auditing for drift and performance degradation
C. Increase the training dataset size once before launch
D. Disable model updates to maintain consistent behavior


Solutions:

Question 1
Answer: B
Question 2
Answer: B
Question 3
Answer: A
Question 4
Answer: A
Question 5
Answer: B

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