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Blog posts tagged
"MLOps"


Andreea Munteanu
19 March 2025

Unlocking Edge AI: a collaborative reference architecture with NVIDIA

AI Partners

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 ...


Andreea Munteanu
11 March 2025

How to deploy Kubeflow on Azure

AI Article

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 ...


Andreea Munteanu
17 February 2025

7 considerations when building your ML architecture

AI Article

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 ...


Andreea Munteanu
12 February 2025

AI in 2025: is it an agentic year?

AI Article

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 ...


Mita Bhattacharya
6 November 2024

Meet Canonical at KubeCon + CloudNativeCon North America 2024

Cloud and server Article

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 ...


Andreea Munteanu
1 November 2024

Charmed Kubeflow vs Kubeflow

AI Article

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 ...


Anastasia Kritskaya
10 October 2024

Let’s talk about open source, AI and cloud infrastructure at GITEX 2024

AI Article

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 ...


Andreea Munteanu
2 October 2024

Canonical joins OPEA to enable Enterprise AI

AI Article

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 ...


Canonical
17 September 2024

Introducing Data Science Stack: set up an ML environment with 3 commands on Ubuntu 

AI Article

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 ...


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

AI Article

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
25 July 2024

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

AI Article

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
18 July 2024

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

AI Article

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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