Feature types

There are three types of features that are available in a classification dataset. The reason why data scientists need to be able to differentiate between different features is that not every ML algorithm supports each type of feature. So, if the type of feature set does not match the desired algorithm, then the features need to be preprocessed to transform the feature that the classification algorithm can process.