Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications

by Chip Huyen

ML algorithms work well in situations when the data distribution is more balanced, and not so well when the classes are heavily imbalanced. Unfortunately, problems with class imbalance are the norm in the real world.