This is a much-needed skill for machine learning. However, deep neural networks can extract features automatically from large datasets. We do not need to manually do feature engineering with deep learning algorithms. This is one of the great advantages of deep learning algorithms over traditional machine learning algorithms. Great article! Thanks for sharing!