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31
What is the term for the process of reducing the dimensionality of data while retaining its most important features?
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Answer: Option C
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32
Which data collection method involves the collection of data at regular intervals over a period of time?
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Answer: Option D
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33
What does the acronym "ETL" stand for in the context of data preprocessing and integration?
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Answer: Option A
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34
In data preprocessing, what is the process of converting data values into a standard format to remove noise and variations?
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Answer: Option C
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35
Which data collection method involves manipulating one or more variables to observe their effects on other variables?
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Answer: Option B
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36
What is the purpose of data sampling in data collection?
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Answer: Option C
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37
What is the term for data that is collected from a single source at a specific point in time?
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Answer: Option A
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38
Which data preprocessing step involves checking for and handling duplicate records in a dataset?
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Answer: Option A
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39
What is the primary goal of data preprocessing in the context of machine learning?
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Answer: Option B
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40
What is the term for the process of organizing and storing data in a structured format that enables efficient retrieval?
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Answer: Option D
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