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PMI CPMAI Exam Syllabus Topics:

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

1. An aerospace company is in the data preparation phase of an AI project. The project team must verify data quality to make a go/no-go decision for model development. They need to integrate data from several sensors with different sampling rates. What is an effective method that helps to ensure data consistency?

A) Utilizing data interpolation methods
B) Applying a real-time data synchronization protocol
C) Aggregating sensor data
D) Developing a custom data integration framework

2. 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) Inclusion of diverse data sets
B) Operationalize advanced algorithms
C) Disclosure notice with each use
D) Use of interpretable AI models

3. An energy technology firm is developing an AI model to predict energy consumption patterns.
They need to gather the required data from smart meters, weather forecasts, and historical usage records. To help ensure the AI model performs well, which action will address their needs?

A) Integrating a data warehouse with real-time data ingestion
B) Adopting a hybrid cloud approach for scalable data management
C) Utilizing a data lake to store and process all data sources
D) Leveraging federated learning to keep data decentralized

4. An AI model trained on historical transaction data performs well initially. Over time, customer behavior changes due to market conditions, causing declining prediction accuracy. The team observes a mismatch between training and current data distributions. What is this issue called?

A) Overfitting
B) Concept drift
C) Data leakage
D) Underfitting

5. A government health agency is considering the implementation of AI to predict disease outbreaks. The project manager needs to determine whether AI is the right solution to address their needs. The solution must analyze large datasets from various regions and provide accurate predictions without overwhelming the system. In addition, the agency has non-Al alternatives such as traditional statistical models. What is a necessary initial task the project manager should perform?

A) Determining the data sources and their reliability
B) Evaluating whether the AI system can scale effectively
C) Identifying which parts of the problem require cognitive solutions
D) Assessing the agency's current technological infrastructure

Solutions: