Supervised Machine Learning
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Questions and Answers

Which type of machine learning uses well-labelled training data to predict the output?

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

    • In supervised learning, what does the labelled data mean?

  • Data that is tagged with multiple correct outputs
  • Data that is not tagged with the correct output
  • Data that is tagged with the correct output (correct)
  • Data that is partially tagged with the correct output

    • What is the role of the training data in supervised learning?

  • To teach the machine learning model to predict the output correctly (correct)
  • To validate the model's performance
  • To test the machine learning model
  • To evaluate the accuracy of the predictions

    • What is the aim of a supervised learning algorithm?

    <p>To find a mapping function between input and output variables</p> Signup and view all the answers

    Which of the following can be achieved using supervised learning?

    <p>Image classification</p> Signup and view all the answers

    Which type of machine learning uses well labelled training data to predict the output?

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

    What does the term 'labelled data' mean in the context of supervised learning?

    <p>Data that is tagged with the correct output</p> Signup and view all the answers

    In supervised learning, what does the training data provided to the machines work as?

    <p>A supervisor</p> Signup and view all the answers

    What is the aim of a supervised learning algorithm?

    <p>To find a mapping function between input and output variables</p> Signup and view all the answers

    Which of the following is an example of a real-world application of supervised learning?

    <p>Image classification</p> Signup and view all the answers

    What is supervised learning?

    <p>Supervised learning is the types of machine learning in which machines are trained using well 'labelled' training data, and on basis of that data, machines predict the output.</p> Signup and view all the answers

    What does labelled data mean in the context of supervised learning?

    <p>The labelled data means some input data is already tagged with the correct output.</p> Signup and view all the answers

    What is the aim of a supervised learning algorithm?

    <p>The aim of a supervised learning algorithm is to find a mapping function to map the input variable(x) with the output variable(y).</p> Signup and view all the answers

    Give an example of a real-world application of supervised learning.

    <p>Supervised learning can be used for Risk Assessment, Image classification, Fraud Detection, spam filtering, etc.</p> Signup and view all the answers

    How does supervised learning work?

    <p>In supervised learning, models are trained using labelled dataset.</p> Signup and view all the answers

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