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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
Managing AI8%- Stakeholder management
- Managing AI project teams and resources
- Risk management in AI projects
AI Fundamentals16%- AI capabilities and limitations
- Concepts and terminology of Artificial Intelligence
- Types of AI and Machine Learning
Machine Learning13%- Algorithms and models (e.g., NLP, Computer Vision)
- Deep Learning and Neural Networks
- Supervised, Unsupervised, and Reinforcement Learning
Trustworthy AI9%- Privacy and security
- Ethical considerations and bias
- Transparency and explainability
CPMAI Methodology41%- Phase III: Algorithm Selection & Model Training
  • 1. Manage model training and configuration
  • 2. Oversee AI/ML model technique selection
- 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 II: Data Identification & Curation
  • 1. Assess data readiness and quality
  • 2. Identify data needs
- Phase IV: Model Evaluation
  • 1. Oversee AI/ML model QA/QC
  • 2. Evaluate model performance against metrics
- Phase VI: Iteration & Monitoring
  • 1. Continuous monitoring and iteration
  • 2. Retraining and model drift management
Data for AI13%- Data preparation and preprocessing
- DataOps concepts
- Data strategy and governance

PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:

1. A project team is preparing to move to the next phase of implementation with an AI system.
However, they are unsure about the system's transparency requirements. Which next step should the project manager prioritize?

A) Holding a stakeholder meeting to discuss transparency needs
B) Reviewing existing transparency standards and guidelines
C) Developing a detailed transparency documentation protocol
D) Creating a user-friendly interface for transparency reporting


2. A telecommunications company is considering an AI solution to improve customer service through automated chatbots. The project team is assessing the feasibility of the AI solution by examining its potential scalability and effectiveness. What will present the highest risk to the company?

A) The solution might breach customer data privacy regulations, leading to legal consequences.
B) The solution may not handle the volume of customer queries effectively.
C) The chatbot may not integrate well with existing customer service platforms.
D) The team may lack experience implementing AI-based customer service solutions.


3. 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) If this data is not needed, use Data anonymization techniques to remove it before feeding to models
B) Implement a new data privacy policy
C) Store the data in a data warehouse
D) Use noise reduction techniques to reduce all forms of data noise


4. A project manager is preparing a contingency plan for an AI-driven customer service platform.
They need to determine an effective strategy to handle potential system downtimes. Which strategy addresses the project manager's objective?

A) Implementing a manual override system for critical customer queries
B) Providing extensive training to customer service representatives on handling AI failures
C) Creating a robust customer service logging system to quickly identify and resolve issues
D) Developing an automated fallback chatbot with limited capabilities


5. An AI project team has identified a gap in their data knowledge and experience. They need to address this issue in order to proceed with their AI implementation. What is the effective solution?

A) Hire an external data consultant to provide targeted guidance and training.
B) Utilize an AI-specific data enhancement protocol to improve data quality.
C) Deploy an adaptive data knowledge framework (ADKF) to bridge the expertise gap.
D) Engage in a comprehensive data immersion program to build internal capabilities.


Solutions:

Question # 1
Answer: B
Question # 2
Answer: A
Question # 3
Answer: A
Question # 4
Answer: A
Question # 5
Answer: A

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