Question: How can correlation analysis aid in understanding the relationship between different features and the target variable in a machine learning problem? By ensuring that all

How can correlation analysis aid in understanding the relationship between different features and the target variable in a machine learning problem?
By ensuring that all features are independent of the target variable
By identifying features that are highly correlated with the target variable, which might be good predictors
By reducing the number of samples in the dataset to avoid overfitting
By transforming all features to have a correlation coefficient of 0 with the target variable
How can correlation analysis aid in understanding the relationship between different

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