Secure Open Source MLOps - Ubuntu Principles
May 15, 2024
18 min
Free
ubuntu
data-tokenization
privacy-enhancing-technologies
mlops
kubernetes
kubeflow
confidential-computing
security
compliance
open-source
machine-learning
ai
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.