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Updated: Sep 09, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Model Development and Iteration | - Model building and validation
| |
| Topic 2: AI System Testing and Evaluation | - Model evaluation and monitoring
| |
| Topic 3: Data for AI | - Data identification and governance
| |
| Topic 4: AI Operationalization and Governance | - Deployment and lifecycle management
| |
| Topic 5: Data Preparation for AI | - Data cleaning and transformation
| |
| Topic 6: Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
|
Question 1
A fraud detection system must minimize false positives to avoid incorrectly flagging legitimate transactions. The team is selecting evaluation metrics to optimize model performance accordingly. Which metric should be prioritized in this scenario?
A. F1-score
B. Recall
C. Accuracy
D. Precision
Question 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. Privacy Risks
B. Data Quantity Issues
C. Business Risks
D. Change Management Issues
E. Data Sharing challenges
F. Data Quality Issues
G. Security Risks
Question 3
A telecommunications company is preparing data for an AI tool. The project team needs to ensure the data is in the right shape and format for model training. In addition, they are working with a mix of structured and unstructured data. Which method will address the project team's objectives?
A. Separating structured and unstructured data into different databases
B. Converting unstructured data into structured formats
C. Using a hybrid storage system for both data types
D. Employing a data transformation tool to standardize formats
Question 4
An AI project team is in the process of designing a security plan. The team needs to consider various aspects such as transparency, explainability, and compliance with data regulations.
Which action should the project manager take?
A. Assume compliance without reviewing current regulations.
B. Rely solely on encryption without considering other security aspects.
C. Focus only on technical security measures, ignoring transparency.
D. Ensure the AI system's decisions are transparent and explainable.
Question 5
Your model is going to be used for continuous monitoring of machinery, with need for continuous, instant model predictions. What's the most appropriate Model Operationalization approach?
A. Web service / Microservice
B. Stream learning
C. Batch prediction
D. Real-time prediction
Solutions:
| Question 1 Answer: D | Question 2 Answer: A,C,E,F,G | Question 3 Answer: D | Question 4 Answer: D | Question 5 Answer: D |
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