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

by Chip Huyen

ML algorithms don’t predict the future, but encode the past, thus perpetuating the biases in the data and more. When ML algorithms are deployed at scale, they can discriminate against people at scale.