AI240: Introduction to Machine Learning in AI

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Questions and Answers

What is the term used to describe the process where an agent improves its performance after making observations about the world?

  • Neural Networks
  • Machine Learning (ML) (correct)
  • Clustering & K-means
  • Ensemble Learning

Which type of learning involves algorithms that derive knowledge from data to make predictions and data-driven decisions?

  • Classification (correct)
  • Ensemble Learning
  • Naïve Bayes
  • Perceptrons

What are the building blocks for successfully designing ML systems according to the text?

  • Perceptrons
  • The three forms of learning and basic terminology (correct)
  • Neural Networks and Deep Learning
  • Clustering & K-means

According to the text, what do we call it when a computer observes some data, builds a model based on the data, and uses the model as both a hypothesis about the world and a piece of software that can solve problems?

<p>Machine Learning (ML) (A)</p>
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What are the factors that the improvements and techniques of machine learning depend on?

<p>The prior knowledge of the agent, the data available, and the model framework chosen (B)</p>
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What type of learning allows us to make predictions about unseen or future data?

<p>Supervised learning (D)</p>
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What does 'supervised' refer to in supervised learning?

<p>A set of samples where the desired output signals (Labels) are already known (C)</p>
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What distinguishes Machine Learning (ML) when the agent is a computer, as mentioned in the text?

<p>It builds a model based on observed data to solve problems (A)</p>
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Which component of machine learning systems allows for the transformation of data into knowledge?

<p>Neural network architectures (A)</p>
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What do self-learning algorithms in machine learning aim to achieve?

<p>Generalizing from observed data to make accurate predictions (C)</p>
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Which type of learning involves algorithms that derive knowledge from data to make predictions and data-driven decisions?

<p>Supervised learning (D)</p>
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What term is used to describe the process where an agent improves its performance after making observations about the world?

<p>Reinforcement learning (A)</p>
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What does 'supervised' refer to in supervised learning?

<p>Training with human supervision (D)</p>
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