Secure Open Source MLOps - Ubuntu Principles
18 min

Secure Open Source MLOps - Ubuntu Principles

MLOps World - MLOps World & Generative AI World 2024
Andreea Munteanu Maciej Mazur
ubuntu data-tokenization privacy-enhancing-technologies mlops kubernetes kubeflow confidential-computing security compliance open-source machine-learning ai
From ML Repository to ML Production Pipeline
36 min

From ML Repository to ML Production Pipeline

MLOps World - MLOps World & Generative AI World 2024
Jakub Witkowski Dariusz Adamczyk
production-pipelines ml-repository mlops machine-learning devops docker kubernetes ci-cd kubeflow data-science gpu automation
Building on-Premises MLOps for ISS Columbus Ground Operations
33 min

Building on-Premises MLOps for ISS Columbus Ground Operations

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Samo Turk Christian Geier
mlops kubernetes kubeflow gitlab cicd on-premises automation ansible storage istio observability monitoring
Hardening Kubeflow Security for Enterprise Environments
41 min

Hardening Kubeflow Security for Enterprise Environments

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Julius von Kohout Diana Dimitrova Atanasova
kubeflow kubernetes mlops security enterprise-security authentication authorization rbac vulnerabilities cvss software-supply-chain ci-cd
MLOps on Highly Sensitive Data - Strict Confinement, Confidential Computing, and Tokenization Protecting Privacy
14 min

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

KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Maciej Mazur Andreea Munteanu
mlops kubernetes kubeflow confidential-computing tokenization data-privacy strict-confinement apparmor intel-sgx amd-trusted-zones devsecops ai-ml