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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Managing AI | 8% | - Stakeholder management - Managing AI project teams and resources - Risk management in AI projects |
| Topic 2: Trustworthy AI | 9% | - Ethical considerations and bias - Privacy and security - Transparency and explainability |
| Topic 3: Data for AI | 13% | - DataOps concepts - Data strategy and governance - Data preparation and preprocessing |
| Topic 4: AI Fundamentals | 16% | - Concepts and terminology of Artificial Intelligence - AI capabilities and limitations - Types of AI and Machine Learning |
| Topic 5: CPMAI Methodology | 41% | - Phase III: Algorithm Selection & Model Training
|
| Topic 6: Machine Learning | 13% | - Algorithms and models (e.g., NLP, Computer Vision) - Deep Learning and Neural Networks - Supervised, Unsupervised, and Reinforcement Learning |
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
1. 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 Negative results
B) True Positive results
C) True Negative results
D) False Positive results
2. A team is evaluating different AI models for their project. They are considering error rates and overall performance. If the team had selected a model based solely on the error rate, what would be the outcome?
A) A balanced performance across all metrics
B) An increase in stakeholder satisfaction based on performance
C) A potential to overlook other critical performance metrics
D) A better performance across the chosen domains
3. A government agency is using an AI system to analyze public data for policymaking decisions.
The project manager needs to address the risks related to data accuracy, privacy, and misuse.
What represents the highest risk to the agency?
A) The system lacks a transparency process.
B) The user data is stored in an unsecured database.
C) The AI system relies on third-party providers.
D) The AI system is not regularly updated with new data.
4. You're working with petabytes of data and need to make this dataset more manageable. To do this, you want to reduce the number of variables under consideration. What is the name for this process?
A) Multivariate regression
B) Dimensionality Reduction
C) Gradient Descent
D) Data selection
5. A retail bank wants to reduce fraudulent transactions by detecting unusual card activity in near real time. Which AI capability should be used?
A) Predictive analytics
B) Hyperpersonalization
C) Autonomous systems
D) Conversational
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: A |
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