Feature Preprocessing for Numerical Data — The Most Important Step

The model is only as good as the data is.

Turquoise wooden wall that needs a retouch (Photo by Maarten Deckers on Unsplash)

Feature preprocessing is the most important step in data mining. In this post, I will introduce you to the concept of feature preprocessing, its importance, different machine learning models and different feature preprocessing techniques for numerical features.