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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Support Responsible and Trustworthy AI Efforts | 15% | - Ensure fairness, transparency, accountability - Establish ethical and governance frameworks - Manage bias, risk, compliance, and societal impact |
| Topic 2: Identify Business Needs and Solutions | 26% | - Evaluate feasibility and value of AI solutions - Align AI initiatives with organizational strategy - Define requirements, scope, and success criteria |
| Topic 3: Operationalize AI Solution | 17% | - Deploy AI systems into production - Manage change, adoption, and governance post-launch - Establish monitoring, maintenance, and improvement processes |
| Topic 4: Manage AI Model Development and Evaluation | 16% | - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability - Oversee model design, training, and validation |
| Topic 5: Identify Data Needs | 26% | - Define data requirements and sources - Ensure data quality, privacy, security, and compliance - Plan data collection, storage, and infrastructure |
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
You recently completed an image recognition project at your company that was focused on identifying different types of cars. You have now been assigned a new image recognition project that is focused on identifying different types of animals. You know you can shortcut model development by using a specific technique. What is this technique called?
- A. Transfer Learning
- B. Pre-Trained Models
- C. Reinforcement Learning
- D. Generative AI
Correct Answer: A 🗳️
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You're working on a project and are working with personally identifiable information (PII). What's the best approach to take when it comes to collecting and using this data?
- A. If this data is not needed, use Data anonymization techniques to remove it before feeding to models
- B. Store the data in a data warehouse
- C. Use noise reduction techniques to reduce all forms of data noise
- D. Implement a new data privacy policy
Correct Answer: A 🗳️
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A government agency is developing an AI system to predict infrastructure failures. The data team needs to ensure that the dataset includes historical maintenance records, environmental data, and equipment usage logs. However, they are encountering issues with data from multiple sources being in different formats. Which two methods should be applied to meet the data team's objectives? (Choose two.)
- A. Applying a diversified data ingestion model
- B. Implementing a data normalization process
- C. Depending only on manual entry for format standardization
- D. Utilizing a multiformat data integration tool
- E. Adopting a hybrid data preparation pipeline
Correct Answer: B,D 🗳️
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An aerospace company is developing an AI tool for anomaly detection in aircraft engines.
Identifying data sources and their locations is critical. Which method will help to ensure the project meets these objectives?
- A. Implementing a continuous data integration process
- B. Using AI to automate data tagging
- C. Adopting a data life cycle management tool
- D. Establishing a metadata management system
Correct Answer: D 🗳️
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A project manager overseeing an AI project is concerned about potential data privacy violations.
Before progressing further with the project, what should the project manager do to address this concern?
- A. Develop a comprehensive data risk management framework.
- B. Conduct a thorough compliance audit against data regulations.
- C. Implement real-time monitoring tools for data access control.
- D. Establish a cross-functional team to handle data governance.
Correct Answer: B 🗳️
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