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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:

1. Your team is working on an NLP model and has just operationalized the first model. Your team makes updates to the model, overwrites the original model, and puts this new model into operation. However, one of the teams using the model has seen a decrease in performance and is asking to use the original model.
What critical error did your team make?

A) They did not practice model versioning and keep all versions of the model
B) They did not have a model retraining pipeline that took into account models
C) They did not have data governance in place
D) They did not practice model iteration and properly iterate on the model

2. You want to create a model to figure out if a customer would be likely to repurchase a certain item. The project owner doesn't want you to create anything too complicated, and you have a limited data set to work with.
Which algorithm is the best choice given these constraints?

A) Naive Bayes
B) Generative AI
C) Neural Networks
D) Ensemble models

3. Your team is working on a new loan decision model that takes a number of factors and data points into consideration and then automatically approves or denies a loan. After a month in operation someone does a review and notices that the system is denying a large number of loans from a certain demographic when all other factors from people in other regions (such as age, salary, and credit score) are the same.
What is most likely happening here?

A) Nothing is wrong, algorithmic decisions will never be 100%
B) Generative AI models hallucinating data results
C) Biased data sets leading to algorithmic discrimination
D) Data privacy issues leading to data sharing concerns

4. You want to make sure that in your HR hiring system that applicants have the ability to contest the result. In what layer of the Trustworthy AI framework do we address this need?

A) Explainable AI
B) Transparent AI
C) Governed AI
D) Ethical AI
E) Responsible AI

5. You are leading a project to develop a new predictive maintenance solution. Together with your project team you determine your data needs, see if you have access to the data, and then begin working on the project.
Which phase best describes the work you are performing?

A) Phase II
B) Phase V
C) Phase III
D) Phase VI
E) Phase IV
F) Phase I

Solutions: