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| Section | Weight | Objectives |
|---|---|---|
| Data for AI | - Data identification and governance
| |
| Data Preparation for AI | - Data cleaning and transformation
| |
| AI System Testing and Evaluation | - Model evaluation and monitoring
| |
| AI Model Development and Iteration | - Model building and validation
| |
| AI Operationalization and Governance | - Deployment and lifecycle management
| |
| Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
|
1. A project team at a healthcare provider is determining whether their patient records are adequate for an AI diagnostic tool. They need to validate that the data covers a broad spectrum of conditions and demographics. What is an effective method to assure data suitability?
A) Analyzing data variance and ensuring balanced sampling
B) Performing demographic analysis and stratifying patient data
C) Conducting a cross-sectional study on data diversity
D) Implementing a longitudinal data-gathering approach
2. An organization is to undertake a multi-pattern AI project. They want to build a robot that is able to roam the halls as well as converse with employees and answer basic questions. What is the best approach for handling this project?
A) Run each pattern in isolation, with separate teams
B) Run it as one project, combining teams, data requirements, and project needs
C) Run each pattern as its own project, with their own CPMAI phase iterations, data requirements, and project needs
D) Run it as a hybrid approach and some phases are run separately while other phases are combined together
3. Your team is looking to develop an RPA bot to help with back-office processes such as data entry. What type of bot should your team be creating?
A) Business Process Outsourcing
B) Unattended bot
C) RPA is not the right solution to this problem
D) Attended bot
4. Your team has created a model that is going to be used for monitoring systems and it needs to provide analysis on a weekly basis. What's the most appropriate Model Operationalization approach?
A) Stream learning
B) Web service / Microservice
C) Batch prediction
D) Real-time prediction
5. You are working on the data engineering pipeline for the AI project and you want to make sure to address the creation of pipelines to deal with model iteration. What part of the pipeline best deals with this step?
A) ELT pipeline
B) Data Acquisition / Ingest / Capture
C) Feature Engineering
D) Retraining Pipelines
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: D |
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