Scaling data to the standard normal distribution

A pre-processing step that is recommended is to scale columns to the standard normal. The standard normal is probably the most important distribution in statistics. If you've ever been introduced to statistics, you must have almost certainly seen z-scores. In truth, that's all this recipe is about—transforming our features from their endowed distribution into z-scores.