Linear Regression and Machine Learning Concepts Quiz

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Questions and Answers

Which of the following is the correct notation for the number of training examples in linear regression?

  • m (correct)
  • h
  • x
  • y

What is the purpose of supervised learning in machine learning?

  • To optimize a cost function
  • To learn from unlabeled data
  • To classify data into categories
  • To predict real-valued output (correct)

Which term represents the input variable or features in linear regression?

  • h
  • x's (correct)
  • y's
  • m

What is the purpose of the cost function in linear regression?

<p>To measure the accuracy of the hypothesis (C)</p> Signup and view all the answers

What is the hypothesis in linear regression?

<p>h (A)</p> Signup and view all the answers

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Study Notes

Notation in Linear Regression

  • The correct notation for the number of training examples in linear regression is m.

Supervised Learning

  • The purpose of supervised learning in machine learning is to make predictions on unseen data based on labeled training examples.

Components of Linear Regression

  • The input variable or features in linear regression are represented by the term X.

Cost Function

  • The purpose of the cost function in linear regression is to measure the difference between the model's predictions and the actual output values.

Hypothesis

  • The hypothesis in linear regression is a function that maps input variables to output variables, denoted by h(x), and represents the predicted output values.

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