--- title: 'Machine Learning Operations (MLOps): Deploy at Scale' description: This webinar will dive into what success looks like when deploying artificial intelligence and machine learning models, including training, at scale. url: https://canonical.com/blog/machine-learning-operations-mlops-deploy-at-scale --- 1. [Blog](https://canonical.com/blog) 2. Article --- [Alex Cattle](https://canonical.com/blog/author/cattleaej "More about Alex Cattle") 10 September 2019 # Machine Learning Operations (MLOps): Deploy at Scale [artificial intelligence](https://canonical.com/blog/tag/artificial-intelligence) [devops](https://canonical.com/blog/tag/devops) [Kubeflow](https://canonical.com/blog/tag/kubeflow) [kubernetes](https://canonical.com/blog/tag/kubernetes) [machine learning](https://canonical.com/blog/tag/machine-learning) [Ubuntu](https://canonical.com/blog/tag/ubuntu) --- Share the article Artificial Intelligence and Machine Learning adoption in the enterprise is exploding from Silicon Valley to Wall Street with diverse use cases ranging from the analysis of customer behaviour and purchase cycles to diagnosing medical conditions. Following on from our webinar ‘Getting started with AI’, this webinar will dive into what success looks like when deploying machine learning models, including training, at scale. The key topics are: * Automatic Workflow Orchestration * ML Pipeline development * Kubernetes / Kubeflow Integration * On-device Machine Learning, Edge Inference and Model Federation * On-prem to cloud, on-demand extensibility * Scale-out model serving and inference This webinar will detail recent advancements in these areas alongside providing actionable insights for viewers to apply to their AI/ML efforts! [Watch the webinar](https://www.brighttalk.com/webcast/6793/365540?utm_source=Blog&utm_medium=Blog&utm_campaign=CY19_DC_AI_WBN_GettingStartedWithAI_Part2) ## Sign up for our newsletter Get the latest Canonical news and updates in your inbox. Work email: \*I agree to receive information about Canonical's products and services. In submitting this form, I confirm that I have read and agree to [Canonical's Privacy Notice](https://canonical.com/legal/data-privacy/contact) and [Privacy Policy](https://canonical.com/legal/data-privacy). Sign up ## Share on --- ## Related posts [### Canonical announces the alpha release of Charmed OpenShell to help secure autonomous AI agent fleets](https://canonical.com/blog/charmed-openshell-alpha-release) To streamline enterprise deployment and lifecycle management, Canonical is announcing the alpha release of Charmed OpenShell. [Canonical](https://canonical.com/blog/author/canonical) 28 September 2026 [### Ubuntu coming soon to Snapdragon X2 Series platforms, unlocking more Linux PCs for the agentic world](https://canonical.com/blog/ubuntu-coming-soon-to-qualcomm-snapdragon-x2-series-platforms) Canonical and Qualcomm Technologies announce upcoming native Ubuntu support for Qualcomm’s flagship laptop silicon, delivering multi-day battery life, 80 TOPS NPU acceleration,... [Canonical](https://canonical.com/blog/author/canonical) 23 September 2026 [### Arduino® VENTUNO™ Q is available for pre-order with Ubuntu pre-installed](https://canonical.com/blog/arduino-ventuno-q-is-available-for-pre-order-with-ubuntu-pre-installed) London, UK – August 25, 2026 – Following our initial collaboration announcement in March 2026, Canonical and Arduino (a subsidiary of Qualcomm Technologies, Inc.) are excited... [Canonical](https://canonical.com/blog/author/canonical) 25 August 2026 [### Canonical becomes Gold Sponsor of Trifecta Tech Foundation](https://canonical.com/blog/canonical-becomes-gold-sponsor-of-trifecta-tech-foundation) Canonical is pleased to announce it is now a Gold Sponsor of the Trifecta Tech Foundation, a non-profit that creates open source building blocks for critical infrastructure... [Canonical](https://canonical.com/blog/author/canonical) 30 June 2026