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- [CPMAI Methodology]
You just joined a new company and they want to start their first AI project. Senior management thinks the best approach is to just buy AI from a vendor. You know that AI is something you do, not something you buy.
What is your next best course of action to address this?
Correct Answer:A
CPMAI??s Differentiate AI Project Management Approaches task stresses that effective AI adoption requires building internal capabilities and understanding domain-specific challenges. By sharing your own team??s past experiences—how you diagnosed the problem, structured the data, and developed AI solutions—you guide leadership toward establishing a homegrown, iterative AI practice rather than simply purchasing a black-box product .
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?
Correct Answer:D
Your team is working on an image recognition project, have collected the appropriate data for the project, and have picked a neural network algorithm. They are now ready to train their model.
In which phase of CPMAI is this done?
Correct Answer:D
Phase IV: Model Development is explicitly where "Model Training / Model Building" occurs. This phase includes tasks for selecting modeling techniques, conducting hyperparameter optimization, and executing the actual training runs on the prepared datasets.
- [Data for AI]
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?
Correct Answer:A
The process of reducing a dataset??s feature set while retaining its most informative components is formally known as dimensionality reduction. CPMAI describes techniques such as Principal Component Analysis (PCA) and t#distributed Stochastic Neighbor Embedding (t-SNE) under this category, enabling teams to simplify high-dimensional data for more efficient modeling.
- [Managing AI]
Recently, you implemented an augmented intelligence application at work to help employees do their job better. However, employees have been resistant to this change and aren??t using the application as expected. What could have been done better to get the team to feel comfortable with this technology and use it? (Select all that apply.)
Correct Answer:ABCD
The Continuous Improvement and Respect for People principle in CPMAI stresses involving end users early-gathering their pain points (A), clarifying that AI will augment rather than replace roles (B & C), and providing thorough training to build confidence (D). Engaging stakeholders throughout the project lifecycle and prioritizing user-centered design are key to adoption.