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  1. Home
  2. PMI Certification
  3. CPMAI_v7 Exam
  4. PMI.CPMAI_v7.v2025-12-15.q35 Dumps
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Question 16

Your company is insisting on running an automation project and applying AI best practices and methodologies to the project. You understand that automating things is just the act of using machines to repeat tasks, and does not require AI to achieve results. You think it is overkill but the project moves forward as planned.
What would likely have helped avoid this conflict?

Correct Answer: B
During Phase I's Cognitive Project Requirements tasks, CPMAI instructs teams to "Determine when to implement automation versus AI." Explicitly distinguishing between simple rule-based automation (RPA) and true cognitive solutions prevents misapplication of AI methodology to non-AI use cases. Ensuring everyone understands this distinction up front would have avoided misalignment on methodology.
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Question 17

You're testing your model and it is overly sensitive to the fluctuations of data and having trouble generalizing.
What type of problem is this?

Correct Answer: B
Overfitting occurs when a model learns not only the underlying patterns but also the noise in the training data, causing it to perform well on seen data but poorly on unseen data. The CPMAI Glossary defines overfitting as "a modeling error where a model learns the training data too well, including its noise, resulting in poor performance on new data."
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Question 18

Which of the following best describes the technical definition of Machine Learning?

Correct Answer: B
Tom Mitchell's widely adopted formulation captures ML's essence: improvement on task T, measured by P, through experience E. This aligns with CPMAI's view that ML enables systems to learn from data and improve over time ("The ability of a machine to learn from data, improve with experience, and apply that learning to make predictions.") .
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Question 19

Your team is working on an AI-enabled chatbot to be placed on the website. The goal of the chatbot is to be able to answer questions 24/7 to service clients around the globe. When evaluating your data you realize you don't have enough data to train the model.
What's the best course of action?

Correct Answer: A
In Phase II: Data Understanding, the Pre-Trained and Third-Party Model Usage task directs teams to
"determine if team will use a model...developed by another team, or by a third-party organization" and to gather information about "costs to use model, origin of data and methods of training, performance measures, and other factors that will determine appropriateness of model" before proceeding . When in-house data is insufficient, leveraging existing third-party models is the recommended path to avoid project stall.
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Question 20

In the case that an algorithm you want to use isn't algorithmically explainable, AI systems should try to do the following:

Correct Answer: B
Under Required AI Explainability Considerations, CPMAI mandates that when a chosen model is a "black- box" with limited native interpretability, teams must implement post-hoc interpretability techniques (e.g., feature#importance plots, surrogate models) to "interpret AI results so that cause and effect can be represented," ensuring stakeholders understand why the model makes its predictions.
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