Pass Guaranteed Quiz CPMAI - Cognitive Project Management in AI (PMI-CPMAI) Pass-Sure Lab Questions
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| Section | Weight | Objectives |
|---|
| Topic 1: Support Responsible and Trustworthy AI Efforts | 15% | - Establish ethical and governance frameworks - Manage bias, risk, compliance, and societal impact - Ensure fairness, transparency, accountability
|
| Topic 2: Manage AI Model Development and Evaluation | 16% | - Oversee model design, training, and validation - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability
|
| Topic 3: Operationalize AI Solution | 17% | - Deploy AI systems into production - Manage change, adoption, and governance post-launch - Establish monitoring, maintenance, and improvement processes
|
| Topic 4: Identify Business Needs and Solutions | 26% | - Align AI initiatives with organizational strategy - Define requirements, scope, and success criteria - Evaluate feasibility and value of AI solutions
|
| Topic 5: Identify Data Needs | 26% | - Ensure data quality, privacy, security, and compliance - Define data requirements and sources - Plan data collection, storage, and infrastructure
|
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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q17-Q22):
NEW QUESTION # 17
A project team is currently evaluating an AI solution. They need to ensure the machine learning model provides the expected business benefits. Which critical factor should the project manager assess?
- A. Volume of training data
- B. Alignment with key performance indicators
- C. Minimization of human intervention
- D. Maximization of model interpretability
Answer: B
Explanation:
Alignment with key performance indicators is critical because it shows whether the machine learning model is delivering the intended business value, such as improved efficiency, better decisions, reduced cost, higher revenue, or improved customer outcomes.
NEW QUESTION # 18
In preparation for an AI solution transition, the project team needs to ensure compliance with data regulations and ethical standards. They must identify and address potential privacy and transparency issues before moving forward.
What is the outcome if these requirements are neglected?
- A. Delays in project implementation
- B. Increased risk of regulatory penalties
- C. Compromised data integrity
- D. Failure to gain stakeholder trust
Answer: B
Explanation:
Neglecting privacy, transparency, and regulatory requirements exposes the organization to noncompliance. This can result in legal action, fines, sanctions, and other regulatory penalties during or after the AI solution transition.
NEW QUESTION # 19
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. Data privacy issues leading to data sharing concerns
- C. Biased data sets leading to algorithmic discrimination
- D. Generative AI models hallucinating data results
Answer: C
Explanation:
Biased datasets can cause the model to discriminate against certain demographics, resulting in unfair or unequal loan denial decisions despite similar attributes.
NEW QUESTION # 20
Eight months after deployment, a credit risk model's performance has gradually degraded. The input data pipeline is functioning correctly, but economic conditions have changed significantly since training.
What is the most likely cause?
- A. Infrastructure latency in the serving environment
- B. Data leakage in the original training set
- C. Concept drift in the relationship between features and outcomes
- D. Insufficient model complexity
Answer: C
Explanation:
Concept drift occurs when the statistical relationship between input features and the target variable changes over time. Because the model encodes historical relationships, shifting economic conditions invalidate its learned patterns and require retraining on current data.
NEW QUESTION # 21
You're working on a computer vision application and realize that you do not have enough real world data for the project. You need additional data created to support your training needs.
Specifically, the images you need are of people in different poses. What is the best way to obtain this data?
- A. Make use of this data by having employees pose in the positions required
- B. Make use of this data from surveillance footage
- C. Make use of data from different departments
- D. Make use of Synthetic Training Data
Answer: D
Explanation:
Synthetic training data can be generated to create diverse, labeled images of people in various poses, effectively augmenting real-world data without privacy or logistical concerns.
NEW QUESTION # 22
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