Machine Learning Algorithms and Techniques

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Questions and Answers

What type of algorithm is used to classify categorical data?

  • KNN
  • SVM
  • Decision trees (correct)
  • Ensemble learners

What type of technique is used to create rules from data?

  • KNN
  • SVM
  • Decision trees
  • Rule induction (correct)

What type of algorithm is used to train a neural network?

  • KNN (correct)
  • SVM
  • Decision trees
  • Ensemble learners

What type of algorithm is used to train a support vector machine?

<p>SVM (B)</p> Signup and view all the answers

What type of meta learner is used to combine several base models?

<p>Ensemble learners (D)</p> Signup and view all the answers

What type of meta learner reduces the generalization error of a model?

<p>Ensemble models (D)</p> Signup and view all the answers

What type of measure is used to determine when to split data?

<p>Impurity (C)</p> Signup and view all the answers

What type of algorithm is used to classify data into categories?

<p>Decision trees (C)</p> Signup and view all the answers

What type of technique is used to create rules from data?

<p>Rule induction (D)</p> Signup and view all the answers

What type of meta learner is used to reduce the generalization error of a model?

<p>Ensemble models (D)</p> Signup and view all the answers

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Study Notes

  • Decision trees are a type of algorithm that are used to classify categorical data.
  • Decision trees use a measure of impurity to determine when to split data.
  • Rule induction is a technique that is used to create rules from data.
  • KNN is a type of algorithm that is used to train a neural network.
  • SVM is a type of algorithm that is used to train a support vector machine.
  • Ensemble learners are a type of meta learner that is used to combine several base models.
  • Ensemble models are a type of meta learner that reduce the generalization error of a model.

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