Which of the following is a method used for data cleaning?a. Data miningb. Data filteringc. Data encryptiond. Data scaling
Question
Which of the following is a method used for data cleaning?
a. Data mining
b. Data filtering
c. Data encryption
d. Data scaling
Solution
The method used for data cleaning from the options provided is b. Data filtering.
Here's a brief explanation of each term:
a. Data mining: This is the process of discovering patterns in large data sets involving methods at the intersection of machine learning, statistics, and database systems.
b. Data filtering: This is the process of choosing a smaller part of your data and only using that subset for viewing or analysis. It is indeed a method used in data cleaning to filter out irrelevant or inaccurate data.
c. Data encryption: This is the process of converting data into a code to prevent unauthorized access.
d. Data scaling: This is a step in data preprocessing that is applied to independent variables or features of data. It basically helps to normalise the data within a particular range. Sometimes, it also helps in speeding up the calculations in an algorithm.
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