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| Section | Weight | Objectives |
|---|
| Topic 1: CPMAI Methodology | 41% | - Phase VI: Iteration & Monitoring
- 1. Continuous monitoring and iteration
- 2. Retraining and model drift management
- Phase V: Operationalization
- 1. Define success criteria and monitoring
- 2. Plan for deployment and integration
- Phase I: Problem Identification
- 1. Identify business needs and solutions
- 2. Evaluate initial AI feasibility
- Phase IV: Model Evaluation
- 1. Evaluate model performance against metrics
- 2. Oversee AI/ML model QA/QC
- Phase II: Data Identification & Curation
- 1. Assess data readiness and quality
- 2. Identify data needs
- Phase III: Algorithm Selection & Model Training
- 1. Manage model training and configuration
- 2. Oversee AI/ML model technique selection
|
| Topic 2: Data for AI | 13% | - Data preparation and preprocessing - Data strategy and governance - DataOps concepts
|
| Topic 3: Managing AI | 8% | - Managing AI project teams and resources - Stakeholder management - Risk management in AI projects
|
| Topic 4: Machine Learning | 13% | - Algorithms and models (e.g., NLP, Computer Vision) - Deep Learning and Neural Networks - Supervised, Unsupervised, and Reinforcement Learning
|
| Topic 5: AI Fundamentals | 16% | - AI capabilities and limitations - Concepts and terminology of Artificial Intelligence - Types of AI and Machine Learning
|
| Topic 6: Trustworthy AI | 9% | - Privacy and security - Ethical considerations and bias - Transparency and explainability
|
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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q250-Q255):
NEW QUESTION # 250
A manufacturing company is operationalizing an AI-driven quality control system. The project manager needs to ensure data privacy and regulatory compliance due to the critical nature in protecting sensitive operational data. What is an effective technique that addresses these requirements?
- A. Applying data anonymization to the dataset
- B. Utilizing a secure multiparty computation framework
- C. Implementing a zero-trust architecture for network security
- D. Using a hybrid encryption scheme for storage
Answer: A
Explanation:
Applying data anonymization protects sensitive operational data by removing or masking identifying information before it is used in the AI quality control system. This supports data privacy and helps meet regulatory compliance requirements while still allowing the dataset to be analyzed.
NEW QUESTION # 251
An organization is to undertake a multi-pattern AI project. They want to build a robot that is able to roam the halls as well as converse with employees and answer basic questions. What is the best approach for handling this project?
- A. Run each pattern as its own project, with their own CPMAI phase iterations, data requirements, and project needs
- B. Run it as a hybrid approach and some phases are run separately while other phases are combined together
- C. Run each pattern in isolation, with separate teams
- D. Run it as one project, combining teams, data requirements, and project needs
Answer: B
Explanation:
A hybrid approach allows flexibility by running some phases separately and others together, accommodating the unique requirements of multiple AI patterns within one overall project.
NEW QUESTION # 252
An IT services company is verifying data quality for an AI project aimed at predicting server downtimes. The project manager needs to decide whether to proceed with data preparation.
Which technique should the project manager use?
- A. Detailed cost-benefit analysis
- B. Data augmentation strategies
- C. Advanced data labeling methods
- D. Exploratory data analysis (EDA)
Answer: D
Explanation:
Exploratory data analysis helps verify whether the server downtime data is complete, accurate, consistent, relevant, and suitable before moving into data preparation. It allows the project manager to identify missing values, outliers, patterns, anomalies, and quality issues that could affect model development.
NEW QUESTION # 253
An organization is planning to use AI for real-time auctions and bidding. Which AI capability should be implemented to meet the organization's objectives?
- A. Recognition systems
- B. Predictive analytics
- C. Autonomous systems
- D. Goal-driven systems
Answer: C
Explanation:
Autonomous systems can independently make decisions and take actions in dynamic, rapidly changing environments. For real-time auctions and bidding, they can continuously evaluate conditions, adjust bids, and execute bidding decisions without requiring constant human intervention.
NEW QUESTION # 254
Your team has been asked to summarize and highlight patterns in historical purchasing data, identifying prior performance metrics and patterns. What type of analytics is most appropriate to apply for this need?
- A. Projective Analytics
- B. Descriptive Analytics
- C. Diagnostic Analytics
- D. Predictive Analytics
Answer: B
NEW QUESTION # 255
......
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