Blog posts written by Andreea Munteanu

Andreea Munteanu
20 March 2025

Accelerating AI with open source machine learning infrastructure

Article AI

The landscape of artificial intelligence is rapidly evolving, demanding robust and scalable infrastructure. To meet these challenges, we’ve developed a comprehensive reference architecture (RA) that leverages the power of open-source tools and cutting-edge hardware. This architecture, built on Canonical’s MicroK8s and...

Andreea Munteanu
20 March 2025

Andreea Munteanu
19 March 2025

Building optimized LLM chatbots with Canonical and NVIDIA

Downloads AI

The landscape of generative AI is rapidly evolving, and building robust, scalable large language model (LLM) applications is becoming a critical need for many organizations. Canonical, in collaboration with NVIDIA, is excited to introduce a reference architecture designed to streamline and optimize the creation of...

Andreea Munteanu
19 March 2025

Unlocking Edge AI: a collaborative reference architecture with NVIDIA

Partners AI

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...

Andreea Munteanu
19 March 2025

Andreea Munteanu
11 March 2025

How to deploy Kubeflow on Azure

Article AI

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....

Andreea Munteanu
11 March 2025

Andreea Munteanu
17 February 2025

7 considerations when building your ML architecture

Article AI

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...

Andreea Munteanu
17 February 2025

Andreea Munteanu
12 February 2025

AI in 2025: is it an agentic year?

Article AI

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

Andreea Munteanu
12 February 2025

Andreea Munteanu
1 November 2024

Charmed Kubeflow vs Kubeflow

Article AI

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...

Andreea Munteanu
1 November 2024

Andreea Munteanu
2 October 2024

Canonical joins OPEA to enable Enterprise AI

Article 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?...

Andreea Munteanu
2 October 2024

Andreea Munteanu
10 September 2024

Let’s meet at World Summit AI and talk about open source and AI tooling, with a dash of GenAI

Article AI

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

Andreea Munteanu
10 September 2024

Andreea Munteanu
1 August 2024

Charmed Kubeflow 1.9 enters general availability with new support for GenAI

Article AI

Kubeflow 1.9. Kubeflow is a fully open source MLOps platform, part of the Cloud Native Computing Foundation (CNCF) as an incubation project. Canonical is one of the project’s official distributors, ensuring security maintenance of the container images, tight integration with the wider AI/ML ecosystem, and delivering...

Andreea Munteanu
1 August 2024

Andreea Munteanu
25 July 2024

Meet us in Sydney and let’s talk about how you can navigate your AI journey

Article AI

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

Andreea Munteanu
25 July 2024

Andreea Munteanu
18 July 2024

Let’s meet at AI4 and talk about open source and AI tooling

Article AI

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

Andreea Munteanu
18 July 2024

Andreea Munteanu
11 July 2024

Charmed Kubeflow 1.9 Beta is here: try it out

Article AI

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

Andreea Munteanu
11 July 2024

Andreea Munteanu
17 June 2024

Top 5 reasons to use Ubuntu for your AI/ML projects

Article AI

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...

Andreea Munteanu
17 June 2024