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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Trustworthy AI | 9% | - Privacy and security - Transparency and explainability - Ethical considerations and bias |
| Topic 2: Data for AI | 13% | - DataOps concepts - Data strategy and governance - Data preparation and preprocessing |
| Topic 3: Managing AI | 8% | - Risk management in AI projects - Stakeholder management - Managing AI project teams and resources |
| Topic 4: Machine Learning | 13% | - Algorithms and models (e.g., NLP, Computer Vision) - Supervised, Unsupervised, and Reinforcement Learning - Deep Learning and Neural Networks |
| Topic 5: AI Fundamentals | 16% | - Types of AI and Machine Learning - AI capabilities and limitations - Concepts and terminology of Artificial Intelligence |
| Topic 6: CPMAI Methodology | 41% | - Phase I: Problem Identification
|
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
A company is operationalizing an AI system for automated customer service. The system appears to favor queries in one language over others, despite having been trained on a multilingual dataset. Which two issues should the project lead investigate? (Choose two.)
- A. Determine whether the neural network architecture supports multilingual processing.
- B. Presume the dataset is at fault, without conducting a detailed analysis.
- C. Check the distribution of training samples per language.
- D. Examine whether the preprocessing techniques varied across languages.
- E. Evaluate the system's response times for different languages.
Correct Answer: C,D 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
A hospital system has been using a chatbot and has received complaints from end users. The end users believe they are speaking to a person but are frustrated when answers do not make sense. To help ensure end users know that they are engaging with an AI chatbot, what should be considered to support transparency?
- A. Operationalize advanced algorithms
- B. Inclusion of diverse data sets
- C. Disclosure notice with each use
- D. Use of interpretable AI models
Correct Answer: C 🗳️
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Your team is looking to develop an RPA bot to help with back-office processes such as data entry. What type of bot should your team be creating?
- A. Attended bot
- B. Business Process Outsourcing
- C. RPA is not the right solution to this problem
- D. Unattended bot
Correct Answer: D 🗳️
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Clean, well-labeled, datasets used for machine learning are partitioned into three subsets:
Training sets, Validation sets, and Test sets. As your team is doing this, what's the best way to split up this data?
- A. Split by patterned subsampling
- B. Split by alphabetical order
- C. Split by random subsampling
- D. Use the same data for all sets
Correct Answer: C 🗳️
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An IT services company project manager is creating an AI project scope statement. They need to include details on the environments, devices, and personnel that will use the AI solution. What should the project manager do?
- A. Gain stakeholder buy-in to proceed with the project.
- B. Create an AI efficacy program to complete the scope statement.
- C. Develop a comprehensive usage scenario analysis.
- D. Perform a detailed technical requirements audit for the scope statement.
Correct Answer: C 🗳️
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