If you are looking to build a production-ready application and are interested in leveraging graph learning, or if you have business data and you’d like to make predictions about the future, Kumo is the fastest and easiest approach. Kumo is a highly scalable, production-ready platform built on top of PyG. You can leverage fully automated and optimized machine learning capabilities that are robust, performant, and scalable out-of-the-box. Kumo gives you automated support around graph building, distributed model training, support for rich and complex graphs, elastic and horizontal scalability out-of-the-box, prediction workflows, and integrations with the modern data stack.