Turbocharging Your Machine Learning & AI Projects with Squark’s Advanced & Automated Data Preperation, Cleaning, and Feature Engineering Data preparation and “feature” engineering is a critical aspect of any successful machine learning project, involving cleaning, preprocessing, and structuring the data.