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Which of the following is a key advantage of using Random Forests?

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Question: Which of the following is a key advantage of using Random Forests?

Options:

  1. They are easier to interpret than Decision Trees
  2. They can handle missing values well
  3. They require less computational power
  4. They always outperform Decision Trees

Correct Answer: They can handle missing values well

Solution:

Random Forests can handle missing values effectively by using multiple trees to fill in gaps.

Which of the following is a key advantage of using Random Forests?

Practice Questions

Q1
Which of the following is a key advantage of using Random Forests?
  1. They are easier to interpret than Decision Trees
  2. They can handle missing values well
  3. They require less computational power
  4. They always outperform Decision Trees

Questions & Step-by-Step Solutions

Which of the following is a key advantage of using Random Forests?
  • Step 1: Understand what Random Forests are. They are a type of machine learning model that uses many decision trees to make predictions.
  • Step 2: Learn that in data, sometimes we have missing values (some information is not available).
  • Step 3: Know that Random Forests can use the information from multiple trees to estimate or fill in these missing values.
  • Step 4: Realize that this ability to handle missing values is a key advantage of using Random Forests.
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