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| Section | Weight | Objectives |
|---|
| Topic 1: Manage AI Model Development and Evaluation | 16% | - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability - Oversee model design, training, and validation
|
| Topic 2: 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 3: Identify Data Needs | 26% | - Plan data collection, storage, and infrastructure - Define data requirements and sources - Ensure data quality, privacy, security, and compliance
|
| Topic 4: Operationalize AI Solution | 17% | - Establish monitoring, maintenance, and improvement processes - Manage change, adoption, and governance post-launch - Deploy AI systems into production
|
| Topic 5: Support Responsible and Trustworthy AI Efforts | 15% | - Establish ethical and governance frameworks - Manage bias, risk, compliance, and societal impact - Ensure fairness, transparency, accountability
|
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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q294-Q299):
NEW QUESTION # 294
A project manager is considering the feasibility of an AI solution for a project aimed at improving customer service response times. They need to decide whether the project requirements can be solved with existing technologies or whether AI is the best approach. Which principle do the project manager's activities represent?
- A. Assessing scalability requirements
- B. Identifying ethical concerns
- C. Determining automation potential
- D. Evaluating cognitive alternatives
Answer: D
Explanation:
Evaluating cognitive alternatives means determining whether the project requirements truly need AI-based cognitive capabilities or can be addressed using existing technologies, traditional automation, or non-AI approaches.
NEW QUESTION # 295
A financial institution is implementing a new AI system for fraud detection. The project team must ensure the data meets the needs of the AI solution by verifying data quality, completeness, and relevance. They have access to various internal and external data sources. Which method addresses the project team's objectives?
- A. Limiting the data sources to internal databases to avoid complications
- B. Using pretrained models without tailoring to specific data
- C. Integrating data without improvement checks to expedite the project timeline
- D. Conducting a comprehensive data audit and cleansing process
Answer: D
NEW QUESTION # 296
A project manager at a consulting firm is tasked with facilitating the creation of an AI-driven predictive maintenance system for a manufacturing client. Identifying data sources and locations is crucial for the project's success. Which method will help to ensure the project manager meets the objectives?
- A. Operationalizing a data lake for centralized storage
- B. Using Internet of Things (IoT) sensors for real-time data collection
- C. Establishing a comprehensive data governance framework
- D. Creating a detailed data flow diagram
Answer: D
Explanation:
Creating a detailed data flow diagram helps identify where data comes from, where it is stored, how it moves between systems, and how it will be used in the predictive maintenance solution.
This directly supports locating and validating the required data sources for the AI project.
NEW QUESTION # 297
A telecommunications company is implementing an AI-driven customer support system. The project manager is responsible for overseeing the data evaluation. They need to ensure that the AI system provides accurate and helpful responses to customer queries. What is an effective method that helps to ensure these objectives are achieved?
- A. Regularly updating the AI system's knowledge base with the latest information and feedback from customer interactions
- B. Relying on periodic training sessions for customer support staff to improve their understanding of the AI system
- C. Conducting quarterly performance reviews using customer satisfaction surveys
- D. Implementing a static rule-based system alongside the AI system to handle complex customer questions
Answer: A
Explanation:
Regularly updating the AI system's knowledge base with current information and feedback from customer interactions helps maintain response accuracy, relevance, and usefulness as products, services, policies, and customer needs change.
NEW QUESTION # 298
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 data from different departments
- B. Make use of Synthetic Training Data
- C. Make use of this data from surveillance footage
- D. Make use of this data by having employees pose in the positions required
Answer: B
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 # 299
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