---
title: Blog posts tagged "MLOps"
description: Canonical makes open source secure, reliable and easy to use, providing
  support for Ubuntu and a portfolio of enterprise-grade technologies. Founded in
  2004, Canonical operates globally with team members in over 80 countries.
url: https://canonical.com/blog/tag/mlops?format=md
---

# Blog posts tagged "MLOps"

#### [Let’s meet at AI4 and talk about AI infrastructure with open source](https://canonical.com/blog/canonical-ubuntu-ai4-2025)

Date: 11 – 13 August 2025 Booth: 353 Book a meeting You know the old saying: what happens in Vegas… transforms your AI journey with trusted open source. On August 11-13, Canonical is back at AI4 2025 to share the secrets of building secure, scalable AI infrastructure to accelerate every stage of your machine learning

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Company

#### [Canonical announces Charmed Feast: A production-grade feature store for your open source MLOps stack](https://canonical.com/blog/charmed-feast-feature-store-launch)

July 10, 2025: Today, Canonical announced the release of Charmed Feast, an enterprise solution for feature management with seamless integration with Charmed Kubeflow, Canonical’s distribution of the popular open source MLOps platform. Charmed Feast provides the full breadth of the upstream Feast capabilities, adding multi-cloud capabiliti

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AI

#### [Unlocking Edge AI: a collaborative reference architecture with NVIDIA](https://canonical.com/blog/unlocking-edge-ai-a-collaborative-reference-architecture-with-nvidia)

The world of edge AI is rapidly transforming how devices and data centers work together. Imagine healthcare tools powered by AI, or self-driving vehicles making real-time decisions. These advancements rely on bringing AI directly to edge devices. However, building a robust architecture for diverse edge environments presents significant hu

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AI

#### [How to deploy Kubeflow on Azure](https://canonical.com/blog/how-to-deploy-kubeflow-on-azure)

Kubeflow is a cloud-native, open source machine learning operations (MLOps) platform designed for developing and deploying ML models on Kubernetes. Kubeflow helps data scientists and machine learning engineers run the entire ML lifecycle within one tool. Charmed Kubeflow is Canonical’s official distribution of Kubeflow. The key benefits o

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AI

#### [7 considerations when building your ML architecture](https://canonical.com/blog/7-considerations-ml-architecture)

As the number of organizations moving their ML projects to production is growing, the need to build reliable, scalable architecture has become a more pressing concern. According to BCG (Boston Consulting Group), only 6% of organizations are investing in upskilling their workforce in AI skills. For any organization seeking to reach AI matu

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AI

#### [AI in 2025: is it an agentic year?](https://canonical.com/blog/ai-in-2025-is-it-an-agentic-year)

2024 was the GenAI year. With new and more performant LLMs and a higher number of projects rolled out to production, adoption of GenAI doubled compared to the previous year (source: Gartner). In the same report, organizations answered that they are using AI in more than one part of their business, with 65% of respondents

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AI

#### [Meet Canonical at KubeCon + CloudNativeCon North America 2024](https://canonical.com/blog/meet-canonical-at-kubecon-cloudnativecon-north-america-2024)

We are ready to connect with the pioneers of open-source innovation! Canonical, the force behind Ubuntu, is returning as a gold sponsor at KubeCon + CloudNativeCon North America 2024.  This premier event, hosted by the Cloud Native Computing Foundation, brings together the brightest minds in open source and cloud-native technologies. From

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Cloud and server

#### [Charmed Kubeflow vs Kubeflow](https://canonical.com/blog/charmed-kubeflow-vs-kubeflow)

Why should you use an official distribution of Kubeflow? Kubeflow is an open source MLOps platform that is designed to enable organizations to scale their ML initiatives and automate their workloads. It is a cloud-native solution that helps developers run the entire machine learning lifecycle within a single solution on Kubernetes. It can

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AI

#### [Let’s talk about open source, AI and cloud infrastructure at GITEX 2024](https://canonical.com/blog/gitex-2024)

October 14 – 18, 2024. Dubai. Hall 26, Booth C40 The largest tech event of the world – GITEX 2024 – is taking place in Dubai next week. This event is a great opportunity for Canonical to connect with industry leaders from various industries, share expert opinions and make your cloud journey easier and more

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AI

#### [Canonical joins OPEA to enable Enterprise AI](https://canonical.com/blog/canonical-joins-opea-enterprise-ai)

Canonical is committed to enabling organizations to secure and scale their AI/ML projects in production. This is why we are pleased to announce that we have joined the Open Platform for Enterprise AI (OPEA), a project community at the Linux Foundation focused on enterprise AI using open-source tooling. What is OPEA? OPEA is a project

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AI

#### [Introducing Data Science Stack: set up an ML environment with 3 commands on Ubuntu](https://canonical.com/blog/data-science-stack-release)

Canonical, the publisher of Ubuntu, today announced the general availability of Data Science Stack (DSS), an out-of-the-box solution for data science that enables ML environments on your AI workstation. It is fully open source, free to use and native to Ubuntu.  It is also accessible on other Linux distributions and on Windows using Windo

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AI

#### [Let’s meet at World Summit AI and talk about open source and AI tooling, with a dash of GenAI](https://canonical.com/blog/world-summit-ai-2024)

Date: 9-10 October 2024 Booth: B8 After Data & AI Masters, we cross the North Sea to attend one of the leading AI events inEurope. Between the 9th and 10th of October, our team will be in Amsterdam at World Summit AI for the second year in a row. In 2023, we had a blast

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AI

#### [Meet us in Sydney and let’s talk about how you can navigate your AI journey](https://canonical.com/blog/ai-in-asia-pacific)

Date: August 27, 2024 Venue: The Fullerton Hotel Sydney Time: 13:00 PM – 18:00 PM AI has officially taken off. Today, thousands of exciting projects are being taken to production in all industries, while a report by Deloitte found that use of gen AI by employees at Australian workplaces rose to 38% in 2023. Despite

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AI

#### [Let’s meet at AI4 and talk about open source and AI tooling](https://canonical.com/blog/open-source-at-ai4-2024)

Date: 12 – 14 August 2024 Booth: 426 Autumn is a season full of events for the AI/ML industry. We are starting early this year, before the summer ends, and will be in Las Vegas to attend AI4 2024. This is North America’s largest industry event, and it attracts some of the biggest names in

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AI

#### [Charmed Kubeflow 1.9 Beta is here: try it out](https://canonical.com/blog/kubeflow-1-9-beta)

After releasing a new version of Ubuntu every six months for 20 years, it’s safe to say that we like keeping our traditions. Another of those traditions is our commitment to giving our Kubeflow users early access to the latest version – and that promise still stands. Kubeflow 1.9 is about to go out in

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AI

#### [Top 5 reasons to use Ubuntu for your AI/ML projects](https://canonical.com/blog/ubuntu-ai-ml-projects)

For 20 years, Ubuntu has been at the cutting edge of technology. Pioneers looking to innovate new technologies and ideas choose Ubuntu as the medium to do it, whether they’re building devices for space, deploying a fleet of robots or building up financial infrastructure.  The rise of machine learning is no exception and has encouraged

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AI

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