Free PMI CPMAI_v7 Practice Test & Real Exam Questions

Exam Code/Number: CPMAI_v7
Exam Name/Title: Cognitive Project Management in AI CPMAI v7 - Training & Certification Exam
Certification Provider: PMI
Corresponding Certification: CPMAI

Exam Questions: 102
Updated On: Jul 02, 2026

Question #11

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

A. The use of computing technology to enable machines to gain cognitive intelligence.

B. An approach to using increasing levels of intelligence to solve greater cognitive needs from unintelligent automation to autonomous business process.

C. A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P if its performance at tasks in T, as measured by P, improves with experience E.

D. The application of pre-defined rules and algorithms to solve complex problems.

Discussion 0

Correct Answer: C Vote an answer

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Question #12

Your team is working on an image recognition system to help identify plants. They have collected a large amount of data but need to get this data labeled.
Which phase of CPMAI is this done?

A. Phase VI

B. Phase IV

C. Phase II

D. Phase I

E. Phase III

F. Phase V

Discussion 0

Correct Answer: E Vote an answer

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Question #13

You're running an AI project and want to speed up training of the model so that you can complete your current CPMAI iteration within the two week timeframe the team has set. What's one approach to speed up model training?

A. Use data from a previous project

B. Use brute force method

C. Use cloud-based technology

D. Use or extend a pre-trained model

Discussion 0

Correct Answer: D Vote an answer

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Question #14

Your team is running a simulation-based optimization exercise to increase routing efficiency. Learning for this exercise is done through "trial and error." Which type of machine learning approach is being leveraged for this exercise?

A. Supervised Learning

B. All would work equally well

C. Unsupervised Learning

D. Reinforcement Learning is defined in CPMAI as the paradigm where agents learn optimal actions via interactions labeled by reward/punishment signals-essentially a "trial and error" process. Domain III of the CPMAI Exam Content Outline covers "Design reinforcement learning approaches with appropriate agents and environments," confirming that simulation-based, trial-and-error optimization is the hallmark of Reinforcement Learning .

E. Reinforcement Learning

Discussion 0

Correct Answer: D Vote an answer

Question #15

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. Implement a new data privacy policy

B. Use noise reduction techniques to reduce all forms of data noise

C. Store the data in a data warehouse

D. If this data is not needed, use Data anonymization techniques to remove it before feeding to models

Discussion 0

Correct Answer: D Vote an answer

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Question #16

The team is working to build a data preparation pipeline for the conversational chatbot project. Which phase of CPMAI is this done?

A. Phase VI

B. Phase IV

C. Phase II

D. Phase I

E. Phase III

F. Phase V

Discussion 0

Correct Answer: E Vote an answer

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Question #17

As the project manager, you are leading a brainstorming session with key stakeholders around a new Hyperpersonalization project. What's a key feature for this project that should happen to ensure success?

A. Develop a unique profile of each individual, and have that profile both learn and adapt over time as well as be programmed for a wide variety of purposes

B. Develop a unique profile of each individual, and have that profile learn and adapt over time for a wide variety of purposes

C. Develop a unique profile of each type of individual, and have that profile stay the same over the lifetime of that user

D. Develop a unique profile of each individual, and manually update that profile over time for a wide variety of purposes

Discussion 0

Correct Answer: B Vote an answer

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Question #18

You're in charge of marketing at your organization and you've been tasked with using AI to help create marketing images. What's a good solution for this need?

A. Autonomous patterns and process automation

B. Image and object detection and recognition systems

C. Generative AI solutions for content generation

D. Decision tree and Random Forest approaches

Discussion 0

Correct Answer: C Vote an answer

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Question #19

You are working with a dataset that has a high number of dimensions. You're running into issues because some dimensions don't have enough real examples to properly train the systems for predictable results. What' s your best course of action?

A. Try to get additional information from project lead to see how many examples per dimension are needed

B. Try to get additional data - at least 5 training examples for each dimension in the representation

C. Keep going as planned and the problem will eventually correct itself

D. Try to improve the quality of your data through more preparation

Discussion 0

Correct Answer: B Vote an answer

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Question #20

You have an Anomaly Detection project you're working on and you need a simple approach of clustering data into classified groups. Which algorithm is the best choice given this situation?

A. Hidden Markov Model

B. Decision Tree

C. K-Means Clustering

D. Neural Network

Discussion 0

Correct Answer: C Vote an answer

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