A team is deciding between using a deep learning model and a traditional machine learning model for image recognition. They have a large dataset and high-performance GPUs. Which statement correctly describes the relationship between these approaches?

Machine learning and deep learning are both subsets of AI, but they are unrelated to each other.

Deep learning is a subset of machine learning, which is a subset of AI.

Machine learning is a subset of deep learning, which is a subset of AI.

AI and deep learning are synonymous, while machine learning is unrelated.

A company is building an AI system for autonomous vehicles. They need to process sensor data from cameras and LiDAR in real time. The team is debating between using a centralized cloud architecture and an on-board edge computing architecture. Which consideration is most important for safety?

Reliability of the network connection

A social media platform is using AI to moderate content. The system removes posts that violate policies. The platform faces criticism for both over-removal (censorship) and under-removal (harmful content). Which approach best balances these concerns?

Implement a human-in-the-loop review for flagged content

Adjust the AI threshold to remove more content

Make the AI more aggressive in removing content

Remove the AI and rely solely on human moderators

Which of the following correctly lists the key components of the AI technology ecosystem?

Processors, memory, storage, and networking only.

Hardware, software, data, algorithms, and platforms.

Datasets, labels, features, and model parameters only.

Cloud providers, edge devices, APIs, and user interfaces only.

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AI Foundations and Technology Ecosystem CRAGE Practice Questions (Page 4)

Part of the AI Foundations and Responsible AI Principles domain, which makes up ~15% of our current practice bank.

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Questions 16–20

16application · medium
A government agency is developing an AI system to automate the review of visa applications. The system flags applications for further human review. Which stakeholder group is most likely to be impacted by the system's false negatives (missing a risky application)?
Select an answer first
17application · easy
A team is deciding between using a deep learning model and a traditional machine learning model for image recognition. They have a large dataset and high-performance GPUs. Which statement correctly describes the relationship between these approaches?
Select an answer first
18expert · hard
A company is building an AI system for autonomous vehicles. They need to process sensor data from cameras and LiDAR in real time. The team is debating between using a centralized cloud architecture and an on-board edge computing architecture. Which consideration is most important for safety?
Select an answer first
19expert · hard
A social media platform is using AI to moderate content. The system removes posts that violate policies. The platform faces criticism for both over-removal (censorship) and under-removal (harmful content). Which approach best balances these concerns?
Select an answer first
20foundation · easy
Which of the following correctly lists the key components of the AI technology ecosystem?
Select an answer first

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