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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data for AI | 13% | - Data strategy and governance - DataOps concepts - Data preparation and preprocessing |
| Topic 2: Machine Learning | 13% | - Deep Learning and Neural Networks - Algorithms and models (e.g., NLP, Computer Vision) - Supervised, Unsupervised, and Reinforcement Learning |
| Topic 3: AI Fundamentals | 16% | - Types of AI and Machine Learning - AI capabilities and limitations - Concepts and terminology of Artificial Intelligence |
| Topic 4: Managing AI | 8% | - Risk management in AI projects - Managing AI project teams and resources - Stakeholder management |
| Topic 5: CPMAI Methodology | 41% | - Phase IV: Model Evaluation
|
| Topic 6: Trustworthy AI | 9% | - Ethical considerations and bias - Privacy and security - Transparency and explainability |
1. An insurance company wants to extract claim details from scanned handwritten forms and adjuster call recordings.
What characteristic of this data most affects the Data Preparation phase?
A) The data is unstructured and requires extraction and transformation before modeling
B) The data is subject to retention requirements
C) The data will need to be anonymized
D) The data volume will require distributed storage
2. A project team is tasked with developing an AI system to optimize workflow efficiency by automating both cognitive and noncognitive tasks. The AI system will handle various tasks including data analysis and decision-making to routine administrative functions. The AI system needs to be integrated with the existing enterprise software and meet international regulations.
The team needs to manage data from multiple sources with different formats and standards. The AI system needs to evolve as business processes and technologies change. How would the results for the system be different if cognitive and noncognitive tasks are not separated?
A) Complex algorithms would be applied to simple tasks.
B) The AI system would have slower processing times.
C) Cognitive tasks could underperform due to overloading.
D) There would be inefficiencies in handling repetitive task processes.
3. Multiple teams are developing AI solutions independently, resulting in inconsistent ethical practices and governance standards. Leadership wants to ensure alignment across all projects.
What is the best action for the project manager to recommend?
A) Allow teams full autonomy
B) Focus only on technical performance
C) Establish an AI governance framework and policies
D) Increase model complexity
4. You're being told by upper management that you need to manage a new AI project. You need to determine the AI project fit to make sure you're actually solving a real business problem. During phase I: Business Understanding, you should consider at least one of the following (Choose all that apply):
A) Explores a proof of concept for an AI project
B) Improve company competitiveness in the market
C) Enhance revenue
D) Solves an already solved problem but does it better and cheaper
E) Has the "cool" factor
F) Solves a previously unsolved problem
5. An energy technology company needs to convey data understanding to the leadership team for an AI project aimed at predicting equipment failures. The project involves analyzing sensor data from various equipment. Which necessary initial task should the project manager take?
A) Employ a support vector machine to classify sensor data.
B) Use a generative adversarial network (GAN) to simulate equipment behavior.
C) Construct a graphical model using DALL-E to depict failure predictions.
D) Develop a preprocessing pipeline to clean and normalize sensor data.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: B,C,D,F | Question # 5 Answer: D |
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