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| Section | Weight | Objectives |
|---|---|---|
| AI Model Development and Iteration | - Model building and validation
| |
| Data for AI | - Data identification and governance
| |
| Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
|
| AI Operationalization and Governance | - Deployment and lifecycle management
| |
| Data Preparation for AI | - Data cleaning and transformation
| |
| AI System Testing and Evaluation | - Model evaluation and monitoring
|
1. 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?
A) Store the data in a data warehouse
B) Use noise reduction techniques to reduce all forms of data noise
C) If this data is not needed, use Data anonymization techniques to remove it before feeding to models
D) Implement a new data privacy policy
2. A project team is tasked with ensuring all AI-related decisions and actions are documented comprehensively for future auditing purposes. They need to track the reasons for specific AI choices, their impacts, and any issues encountered during the implementation. What is represented in this situation?
A) Operational efficiency
B) Transparency
C) Strategic alignment
D) Compliance management
3. A project manager is evaluating whether an AI model is ready for operationalization. The project team has ensured the model meets accuracy and performance requirements and has conducted extensive testing. However, uncertainty about the model's operationalization in different environments and its compliance with regulatory standards still exists. What should the team do next?
A) Consider retraining the model for better performance.
B) Evaluate the model's adaptability to diverse conditions.
C) Reassess the project's data preparation phase.
D) Implement additional noncognitive solutions.
4. A hospital wants to develop a medical records system with the primary goal of minimizing or eliminating paper records. They have identified where the cognitive AI solution will be applied. In addition, business objectives have been quantified and key performance indicators (KPI) have been determined. What else needs to be done to progress to the next Cognitive Project Management for AI (CPMAI) phase?
A) Determine the project ROI
B) Create interdepartmental strategies
C) Begin prototype development
D) Explore external data sources
5. In a clustering analysis for data use, the project team finds that the clusters are not meaningful and do not provide actionable insights. Which activity should the project manager do with the project team?
A) Assess the trade-offs of the various algorithms.
B) Conduct an algorithm analysis on the data sources.
C) Identify the data gaps and address deficiencies.
D) Establish data governance protocols.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: C |
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