OTOH, automating feature engineering is a thing. There are papers on using unsupervised methods to do that. The 1st place in Kaggle's Porto Seguro competition

OTOH, automating feature engineering is a thing. There are papers on using unsupervised methods to do that. The 1st place in Kaggle's Porto Seguro competition trained an Autoencoder on raw data to extract features.