Supervised vs
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Questions and Answers

What is the main focus of the document?

  • Supervised Learning (correct)
  • Semi-supervised Learning
  • Reinforcement Learning
  • Unsupervised Learning

    • Which type of learning is based on input-output pairs for training data?

  • Unsupervised Learning
  • Reinforcement Learning
  • Semi-supervised Learning
  • Supervised Learning (correct)

    • What is the key characteristic of Semi-supervised Learning?

  • It relies solely on reinforcement signals
  • It uses a small amount of labeled data with a large amount of unlabeled data (correct)
  • It does not require labeled data
  • It requires equal amounts of positive and negative examples

    • Which algorithm is specifically mentioned in the document for semi-supervised learning?

    <p>Self-training algorithm</p> Signup and view all the answers

    What is a common challenge in semi-supervised learning, as per the document?

    <p>Curse of dimensionality</p> Signup and view all the answers

    In the context of supervised learning, what is mentioned as a potential issue with labeled data?

    <p>Data imbalance</p> Signup and view all the answers

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