The Contextualized Machine Learning White Paper is online at arXiv here. We explore applications, algorithms, and extensions for contextualized models: models that understand heterogeneity in real data, adapt to new environments, and are explainable by design. This work outlines the vision for the Contextualized ML project, which I co-created with Ben Lengerich and has transformed into a fast-growing reasearch community.