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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
| AI Model Development and Iteration | | - Model building and validation
- 1. Machine learning / generative AI model development
- 2. Iterative delivery approach
|
| AI System Testing and Evaluation | | - Model evaluation and monitoring
- 1. Performance evaluation and drift detection
- 2. Explainability and reliability assessment
|
| Data Preparation for AI | | - Data cleaning and transformation
- 1. Feature engineering and preparation
- 2. Data quality assurance
|
| AI Operationalization and Governance | | - Deployment and lifecycle management
- 1. AI governance and responsible AI
- 2. Continuous improvement and monitoring
|
| Data for AI | | - Data identification and governance
- 1. Data sourcing and selection
- 2. Data compliance and ethics
|
| Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
- 1. Feasibility and ROI analysis
- 2. Define AI business objectives
|
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
1. A project manager is evaluating the readiness of the team for an AI operationalization project.
They have identified a lack of experience with AI and data knowledge. If this issue is neglected, what is the outcome?
A) The project will proceed smoothly with existing knowledge.
B) The project will face significant delays due to learning curves.
C) The project will require frequent adjustments to the AI models.
D) The project will achieve its objectives with external consultant help.
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 team may lack experience implementing AI-based customer service solutions.
B) The solution may not handle the volume of customer queries effectively.
C) The solution might breach customer data privacy regulations, leading to legal consequences.
D) The chatbot may not integrate well with existing customer service platforms.
3. A healthcare project manager is evaluating whether to implement an AI-powered diagnostic tool.
The initial cost is US$500,000 with an expected return on investment (ROI) of 15% within the first year. The project needs to satisfy multiple stakeholders including hospital administrators and medical staff. Which method will maximize a positive ROI for the AI implementation?
A) Monitoring AI model performance against key performance indicators.
B) Acquiring alternatives to the AI solution as a contingency plan.
C) Seeking verbal commitments from interested parties at each project phase.
D) Ensuring all AI and non-AI components are integrated seamlessly.
4. Recently, you implemented an augmented intelligence application at work to help employees do their job better. However, employees have been resistant to this change and aren't using the application as expected. What could have been done better to get the team to feel comfortable with this technology and use it? (Choose all that apply.)
A) Have upper management relay to employees this tool is to augment, and not replace their jobs.
B) Ask end users what information and technology they need to help them do their job better and build the tool to help with these pain points.
C) Provide training for everyone to have all employees feel more comfortable using the technology even if they aren't using the technology yet.
D) Have the team that built the technology to relay to employees this tool is to augment, and not replace their jobs.
5. When building your model, you need to make sure you're not only checking for performance and making sure the model is giving the expected results. You also need to make sure the model is accomplishing the business objective. At what phase of CPMAI is this most appropriate to do this?
A) Phase II
B) Phase IV
C) Phase V
D) Phase VI
E) Phase I
F) Phase III
Solutions:
Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: A,B,C | Question # 5 Answer: C |