CS 3 2024 Fall Exam

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What is the definition of Artificial Intelligence (AI)?

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The simulation of human intelligence in machines that can perform tasks requiring human-like decision-making and learning.

Answer explanation

Artificial Intelligence (AI) falls within the category of Core AI Concepts.

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What is the definition of Machine Learning (ML)?

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A subset of AI focused on systems that learn from data and improve performance over time.

Answer explanation

Machine Learning (ML) falls within the category of Core AI Concepts.

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What is the definition of Deep Learning?

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A subset of ML that uses neural networks with multiple layers to model complex data patterns.

Answer explanation

Deep Learning falls within the category of Core AI Concepts.

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What is the definition of Neural Network?

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A computational model inspired by the human brain, consisting of layers of interconnected nodes (neurons).

Answer explanation

Neural Network falls within the category of Core AI Concepts.

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What is the definition of Supervised Learning?

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ML where the model learns from labeled data.

Answer explanation

Supervised Learning falls within the category of Core AI Concepts.

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What is the definition of Unsupervised Learning?

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ML where the model identifies patterns in unlabeled data.

Answer explanation

Unsupervised Learning falls within the category of Core AI Concepts.

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What is the definition of Reinforcement Learning?

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An ML paradigm where an agent learns by interacting with an environment and receiving feedback in the form of rewards or penalties.

Answer explanation

Reinforcement Learning falls within the category of Core AI Concepts.

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What is the definition of Classification?

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A supervised learning task to categorize data into predefined classes.

Answer explanation

Classification falls within the category of Core AI Concepts.

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What is the definition of Regression?

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A supervised learning task to predict continuous values.

Answer explanation

Regression falls within the category of Core AI Concepts.

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What is the definition of Clustering?

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An unsupervised learning task to group similar data points.

Answer explanation

Clustering falls within the category of Core AI Concepts.