Unsupervised Machine Learning
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Questions and Answers

Which type of machine learning technique does not require labeled data?

  • Reinforcement learning
  • Deep learning
  • Supervised learning
  • Unsupervised learning (correct)
  • What is the goal of unsupervised learning?

  • To train models using labeled data
  • To predict future outcomes based on past data
  • To classify data into different categories
  • To find the hidden patterns and insights from the given data (correct)
  • Can unsupervised learning be directly applied to regression or classification problems?

  • Yes, because it finds hidden patterns
  • Yes, because it uses input data
  • No, because it requires labeled data (correct)
  • No, because it is not accurate
  • How does unsupervised learning compare to learning in the human brain?

    <p>It is similar in terms of finding hidden patterns</p> Signup and view all the answers

    What type of learning is suitable for cases where labeled data is not available?

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

    Study Notes

    Unsupervised Learning

    • Unsupervised learning is a type of machine learning technique that does not require labeled data.
    • The primary goal of unsupervised learning is to discover patterns, relationships, or structures within the data.
    • Unsupervised learning cannot be directly applied to regression or classification problems because it does not use labeled data to train models.
    • Unsupervised learning is similar to how humans learn in the sense that our brains also identify patterns and relationships without prior knowledge or labels.
    • Unsupervised learning is suitable for cases where labeled data is not available or is scarce.

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    Description

    Test your knowledge on unsupervised machine learning techniques and learn how to find hidden patterns in datasets without labeled data. Explore clustering algorithms, dimensionality reduction, and anomaly detection methods.

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