Why is it important to analyze correlation between features in a dataset for machine learning?
a) To identify and remove features that are highly correlated to reduce multicollinearity
b) To increase the number of features available for analysis
c) To improve the interpretability of the dataset
d) To simplify the dataset for easier processing