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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data for AI | 13% | - Data preparation and preprocessing - DataOps concepts - Data strategy and governance |
| Topic 2: Trustworthy AI | 9% | - Transparency and explainability - Privacy and security - Ethical considerations and bias |
| Topic 3: CPMAI Methodology | 41% | - Phase IV: Model Evaluation
|
| Topic 4: Machine Learning | 13% | - Deep Learning and Neural Networks - Algorithms and models (e.g., NLP, Computer Vision) - Supervised, Unsupervised, and Reinforcement Learning |
| Topic 5: Managing AI | 8% | - Stakeholder management - Risk management in AI projects - Managing AI project teams and resources |
| Topic 6: AI Fundamentals | 16% | - AI capabilities and limitations - Types of AI and Machine Learning - Concepts and terminology of Artificial Intelligence |
1. An AI governance review requires ensuring that all model decisions can be traced and justified during audits. The organization must demonstrate accountability to regulators and stakeholders.
Which mechanism should the project manager implement to meet this requirement effectively?
A) Maintain model documentation and audit trails
B) Increase model complexity
C) Reduce dataset size
D) Automate deployment pipelines
2. You're creating an AI enabled chatbot that is going to access user data. What areas related to data governance do you need to make sure you're addressing? (Choose all that apply.)
A) Change Management Issues
B) Data Quality Issues
C) Security Risks
D) Data Sharing challenges
E) Business Risks
F) Data Quantity Issues
G) Privacy Risks
3. An AI recommendation system has been in production for four months. The project manager wants to ensure the solution continues to deliver business value.
What is the most effective mechanism?
A) Schedule an annual model audit
B) Survey users quarterly about their satisfaction with recommendations
C) Compare monthly model accuracy against the original evaluation results
D) Establish a continuous feedback loop that captures outcomes and feeds monitoring and retraining decisions
4. A financial institution is planning to use AI capabilities to detect fraudulent transactions. The project manager needs to ensure that all necessary requirements are met before proceeding.
What is a necessary initial task?
A) Determining the scalability of AI solutions for transaction monitoring
B) Identifying the primary stakeholders and their needs
C) Evaluating the accuracy of current fraud detection methods
D) Assessing the ethical implications of using AI for fraud detection
5. An IT services company is integrating an AI solution to automate its customer service functions.
The integration team is facing resistance from the customer's employees. Which action should the project manager perform to manage this risk?
A) Conduct all-hands meetings on the benefits.
B) Implement a gradual phased rollout.
C) Mandate immediate transition from management.
D) Offer the option to join another team.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B,C,D,E,G | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: B |
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