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| Section | Weight | Objectives |
|---|---|---|
| Identify Data Needs | 26% | - Ensure data quality, privacy, security, and compliance - Plan data collection, storage, and infrastructure - Define data requirements and sources |
| Manage AI Model Development and Evaluation | 16% | - Oversee model design, training, and validation - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability |
| Identify Business Needs and Solutions | 26% | - Align AI initiatives with organizational strategy - Evaluate feasibility and value of AI solutions - Define requirements, scope, and success criteria |
| Operationalize AI Solution | 17% | - Manage change, adoption, and governance post-launch - Deploy AI systems into production - Establish monitoring, maintenance, and improvement processes |
| Support Responsible and Trustworthy AI Efforts | 15% | - Establish ethical and governance frameworks - Ensure fairness, transparency, accountability - Manage bias, risk, compliance, and societal impact |
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NEW QUESTION # 211
A healthcare AI model achieves high predictive accuracy but lacks transparency in decision- making. Regulators require clear explanations for each prediction to ensure patient safety and trust. What is the primary risk of deploying this model as-is?
Answer: B
Explanation:
Lack of explainability may violate healthcare regulations and safety standards.
NEW QUESTION # 212
You have been tasked with creating a model that will recommend products based on what other customers have similarly purchased. Which algorithm is the best choice given this situation?
Answer: D
NEW QUESTION # 213
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?
Answer: B
Explanation:
Phase II of CPMAI focuses on understanding and preparing data needs, including data acquisition and assessment before model development begins.
NEW QUESTION # 214
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?
Answer: B
NEW QUESTION # 215
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?
Answer: B
Explanation:
Concept drift occurs when data patterns change over time, degrading model performance.
NEW QUESTION # 216
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