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Missing Values Imputation by prediction

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@aditya1702 wrote:

I have been recently working on datasets and came across one notebook in which the user had used machine learning itself to impute missing values. Till then I used to normally use mean,mode and median for imputation. However I want to know if its better to predict the values using any ML algorithm and if yes then which algorithm to use?

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