Building an Enterprise Scale MLOps Platform - From Development to Deployment
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Explore NatWest Group's journey in building an enterprise-scale MLOps platform through a technical practitioner-level talk delivered by Ariadna Blanca Romero at the Data Science Festival Oktoberfest 2024. Discover how the bank streamlined their entire machine learning lifecycle by implementing a platform that enhanced team productivity, reduced manual workflows for model building, training and deployment, while maintaining robust security and compliance standards. Learn about the additional tools integrated into their MLOps ecosystem and gain insights into scaling machine learning operations at an enterprise level. Originally presented as part of the Data Science Festival's commitment to fostering collaboration and knowledge sharing within the data science community.
Syllabus
Enterprise Scale MLOps at NatWest
Taught by
Data Science Festival