Data Preprocessing Concepts
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Questions and Answers

What is the primary goal of data preprocessing?

  • To complicate the dataset
  • To prepare raw data for further analysis (correct)
  • To reduce the size of the dataset
  • To make the dataset more comprehensive

Which of the following is a common data preprocessing task?

  • Data storage
  • Data cleaning (correct)
  • Data mining
  • Data visualization

What does data transformation typically involve?

  • Converting data from one format or structure into another (correct)
  • Compressing the size of the dataset
  • Changing the programming language of the data
  • Deleting irrelevant data points

Why is feature scaling important in data preprocessing?

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What is the purpose of data cleaning?

<p>To ensure data quality and accuracy (B)</p> Signup and view all the answers

Which of the following is a basic method of handling missing data?

<p>Ignoring the missing values or removing rows/columns (C)</p> Signup and view all the answers

What is the goal of data integration?

<p>Combining data from multiple sources into a unified dataset (D)</p> Signup and view all the answers

What is the term for selecting a subset of relevant features from a dataset?

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

Which of the following is NOT a benefit of data preprocessing?

<p>Increased data redundancy (A)</p> Signup and view all the answers

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