 Hi, I'm Ryan King, Director of Business Development for Red Hat Certified Technology Ecosystem Team. Red Hat, the Open Data Hub project, and the OpenShift Data Science team have taken an ecosystem-centric approach for offering data science and data engineering capabilities on top of OpenShift. As you know, there is a broad set of upstream projects and companies engaged in developing new data science and AI offerings. We have taken a broad approach to upstream engagement through our Open Data Hub project to categorize and cultivate key technologies. In the past two years, working closely with Red Hat's enterprise customers, we have learned the key use cases that data engineering and data science teams are looking to implement in a cloud-native Kubernetes hybrid cloud environment. Open Data Hub's upstream ecosystem consists of two categories of partners, general partner enablement on OpenShift with certified containers and operators, as well as partner projects and products have done work to develop Open Data Hub's specific use cases. Red Hat OpenShift Data Science will provide access to all these partner-certified offerings, but will also have use case-specific integration with key vendors. We are excited to work with you on your next data science initiative and bring the wealth of technology and products our ever-increasing partner ecosystem has to offer.