Day 12

You are performing Exploratory Data Analysis on your Tabular Dataset. You observe that a column of your dataset has around 10% missing values. Which of the following would be the best alternative to proceed with? (Assume number of rows ~ 10K)

Drop the column

Fill using mean

Fill using median

Train a Random Forest Model using other columns as X and the column with missing values as Y, and fill with the predictions of the RF Model.

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A trained model will be the best alternative.

A Random Forest Model will be better suited as it will understand the underlying data distribution and will not be prone to random assumptions around the data.

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Day 12

Credits :

Day 12

Credits :

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