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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Fundamentals | 16% | - AI capabilities and limitations - Types of AI and Machine Learning - Concepts and terminology of Artificial Intelligence |
| Topic 2: Managing AI | 8% | - Managing AI project teams and resources - Stakeholder management - Risk management in AI projects |
| Topic 3: CPMAI Methodology | 41% | - Phase III: Algorithm Selection & Model Training
|
| 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: Data for AI | 13% | - Data strategy and governance - DataOps concepts - Data preparation and preprocessing |
| Topic 6: Trustworthy AI | 9% | - Ethical considerations and bias - Transparency and explainability - Privacy and security |
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
A telecommunications company is preparing its data for a new AI-driven customer service chatbot. The project manager needs to ensure the data is precisely formatted and cleaned before moving on to the model-building phase. Which principle does this represent?
- A. Conducting AI readiness assessments
- B. Defining cognitive pattern recognition
- C. Performing data preprocessing tasks
- D. Implementing phase-specific data augmentation
Correct Answer: C 🗳️
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A model achieves 97 percent accuracy during validation but performs poorly in production.
Investigation reveals that a feature in the training set was derived from information that becomes available only after the outcome occurs.
What issue does this describe?
- A. Data leakage
- B. Sampling bias
- C. Overfitting
- D. Concept drift
Correct Answer: A 🗳️
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During the initial phase of an AI project, the team is assessing project success criteria. The project manager discovers that the project may be violating some compliance rules. What problem describes the issue the project team is facing?
- A. Inadequate separation of cognitive and noncognitive software
- B. Lack of clarity on the project's business objective
- C. Failure to identify applicable data regulations early on
- D. Absence of a clear AI go/no-go assessment
Correct Answer: C 🗳️
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You have been receiving customer data for the past six months. However recently you notice that this data has drastically changed due to the upcoming holiday season. What seems to be taking place?
- A. An incomplete milestone list
- B. Lack of stakeholder support
- C. Model Drift
- D. Data Drift
Correct Answer: D 🗳️
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A project member is deciding on the appropriate AI algorithm for a new project. The goal is to achieve high accuracy while maintaining transparency in the decision-making process.
What should the project manager suggest?
- A. Select an algorithm known for high accuracy in similar projects.
- B. Consult with stakeholders about their transparency requirements.
- C. Ensure the selected algorithm complies with industry standards.
- D. Evaluate the explainability of potential algorithms.
Correct Answer: D 🗳️
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