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)</p> Signup and view all the answers

    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</p> Signup and view all the answers

    What type of learning allows us to make predictions about unseen or future data?

    <p>Supervised learning</p> Signup and view all the answers

    What does 'supervised' refer to in supervised learning?

    <p>A set of samples where the desired output signals (Labels) are already known</p> Signup and view all the answers

    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</p> Signup and view all the answers

    Which component of machine learning systems allows for the transformation of data into knowledge?

    <p>Neural network architectures</p> Signup and view all the answers

    What do self-learning algorithms in machine learning aim to achieve?

    <p>Generalizing from observed data to make accurate predictions</p> Signup and view all the answers

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

    <p>Supervised learning</p> Signup and view all the answers

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

    <p>Reinforcement learning</p> Signup and view all the answers

    What does 'supervised' refer to in supervised learning?

    <p>Training with human supervision</p> Signup and view all the answers

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