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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Identify Data Needs | 26% | - Plan data collection, storage, and infrastructure - Ensure data quality, privacy, security, and compliance - Define data requirements and sources |
| Topic 2: Identify Business Needs and Solutions | 26% | - Evaluate feasibility and value of AI solutions - Define requirements, scope, and success criteria - Align AI initiatives with organizational strategy |
| Topic 3: Operationalize AI Solution | 17% | - Deploy AI systems into production - Establish monitoring, maintenance, and improvement processes - Manage change, adoption, and governance post-launch |
| Topic 4: Manage AI Model Development and Evaluation | 16% | - Oversee model design, training, and validation - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability |
| Topic 5: Support Responsible and Trustworthy AI Efforts | 15% | - Establish ethical and governance frameworks - Ensure fairness, transparency, accountability - Manage bias, risk, compliance, and societal impact |
1. Your team has built a new robot that roams the halls at your organization and helps with various things such as small deliveries. However, you notice that many employees are opting not to use the robot. When you ask them why they tell you that the robot looks "creepy" and they would rather not interact with it. What's going on here?
A) Bias towards the robot
B) Lack of understanding the robot's usefulness
C) Safety and reliability issues that impact bot usefulness
D) The bot is falling into The "Uncanny Valley"
2. An IT services company is developing an AI system to automate network security monitoring. The project manager needs to consider various factors to mitigate risks associated with false positives and false negatives. Which action should the project manager implement?
A) Implementing a robust data security validation process
B) Conducting model combinations and trade offs
C) Operationalizing the nearest neighbor detection algorithms
D) Establishing a continuous feedback loop with security
3. A finance company is planning an AI project to improve fraud detection. The project manager has identified multiple cognitive patterns that can be used. Which method will narrow the project scope?
A) Rotating through cognitive and non-cognitive patterns sequentially in short iterations
B) Prioritizing patterns based on their potential impact and complexity
C) Implementing all identified patterns in parallel to test their effectiveness
D) Comparing cognitive patterns against noncognitive requirements
4. Your team is working on an image recognition system to help identify plants. They have collected a large amount of data but need to get this data labeled. Which phase of CPMAI is this done?
A) Phase II
B) Phase V
C) Phase IV
D) Phase I
E) Phase VI
F) Phase III
5. A healthcare provider plans to deploy an AI system to predict patient readmissions. The project manager needs to conduct a risk assessment to ensure patient safety and data integrity. What is an effective method to help ensure the AI system adheres to ethical standards?
A) Conducting a stakeholder impact analysis
B) Performing continuous monitoring and auditing
C) Implementing a data encryption protocol
D) Using an explainability framework
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: B |
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