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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| CPMAI Methodology | 41% | - Phase IV: Model Evaluation
|
| Trustworthy AI | 9% | - Transparency and explainability - Ethical considerations and bias - Privacy and security |
| Data for AI | 13% | - Data preparation and preprocessing - DataOps concepts - Data strategy and governance |
| Managing AI | 8% | - Stakeholder management - Risk management in AI projects - Managing AI project teams and resources |
| AI Fundamentals | 16% | - AI capabilities and limitations - Concepts and terminology of Artificial Intelligence - Types of AI and Machine Learning |
| Machine Learning | 13% | - Supervised, Unsupervised, and Reinforcement Learning - Deep Learning and Neural Networks - Algorithms and models (e.g., NLP, Computer Vision) |
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
An aerospace company is integrating AI for predictive maintenance. The project manager is concerned about potential delays due to external dependencies. Which initial step should the project manager take?
- A. Engage with multiple suppliers
- B. Implement just-in-time inventory
- C. Increase resource allocation
- D. Establish contingency plans
Correct Answer: D 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
Upper management is looking to roll out a new product and wants to see if there are any patterns and insights that can be discovered from customer data. Your team has been tasked to discover these potential patterns and structures within this data. Which type of machine learning approach would be most appropriate to pick for this problem?
- A. All would work equally well
- B. Unsupervised Learning
- C. Supervised Learning
- D. Reinforcement Learning
Correct Answer: B 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
A project manager meets with a customer for initial discussions about an upcoming project. At the end of the meeting, the customer asks the project manager for a rough estimate of the project duration. Based on her experience with three similar projects, the project manager provides an estimate of 8-10 months. What's wrong with this timeframe?
- A. It's not accounting for potential project delays
- B. It's not accounting for data preparation timelines
- C. It fits into a waterfall timeframe, but not an agile project timeframe
- D. It's underestimating the project timeline by 3 months
Correct Answer: B 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
Data Engineering is 80%+ of most AI projects, so building a good Data Engineering Environment is key to AI Project Success. As the manager of this project, you need to make sure you have correct staffing needs. What's the most critical role to staff for in the Big Data / Data Engineering Environment?
- A. Data Scientists
- B. Senior management
- C. Data Engineering and Data Scientists
- D. Data Engineering
- E. All roles are critical to staff in the Four different AI Tech environments
Correct Answer: D 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
Creating machine learning models can be complicated. Your team wants to use tools called Automated Machine Learning (AutoML) to simplify the process. You know of another team that has used AutoML tools and it's saved the team a lot of time. However, what's the one area you should not have the AutoML tool help with?
- A. Automatic model assessment
- B. Automatic algorithm selection
- C. Automatic model selection
- D. Iterative modeling and evaluation
- E. Automatic hyperparameter tuning
Correct Answer: D 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
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