Secure Open Source MLOps - Ubuntu Principles

May 15, 2024 18 min Free

Description

MLOps is crucial for organizations working with highly sensitive datasets, such as pharmaceutical, life sciences, healthcare, telecom, and financial companies. Concerns about cloud-native workloads exposing data are addressed by features like Kubernetes strict confinement, blockchain-based tokenization, and confidential computing. This presentation covers how to improve compliance and security, featuring a case study of a life sciences company using these technologies to create customized treatments. Attendees will learn how to apply these methods on cloud environments using MLOps and Kubeflow.