Feature Scaling is a small but very important component in any Machine Learning or Data Science project. Even though we are using feature scaling in our day-to-day development processes, sometimes we are not very much clear about the underline concepts and limitations of different types of feature scaling. In this blog post we discuss concepts like what is feature scaling?, why do we need feature scaling?