MLOps on Highly Sensitive Data - Strict Confinement, Confidential Computing, and Tokenization Protecting Privacy

This keynote explores how to implement MLOps on highly sensitive data by leveraging technologies like strict confinement, confidential computing, and tokenization. The presentation highlights practical solutions for organizations in regulated industries such as life sciences, healthcare, and finance, demonstrating how Kubernetes and its ecosystem can ensure data privacy and security even when using public cloud resources. A case study of a life sciences company using these techniques for DNA-based treatment development is presented.