---
title: Blog posts tagged "AI/ML Infrastructure"
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/ai-ml-infrastructure?format=md
---

# Blog posts tagged "AI/ML Infrastructure"

#### [AI at the edge: simplifying infrastructure with Cisco and Canonical](https://canonical.com/blog/ai-at-the-edge-simplifying-infrastructure-with-cisco-and-canonical)

Legacy infrastructure was not designed for the requirements of the AI era. While large-scale model training remains centralized in data centers, test-time inference is rapidly shifting to the edge to reduce latency and bandwidth consumption. This shift creates a new frontier for enterprise AI, but deploying at the edge introduces signific

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AI

#### [Beyond tokens per watt – using Ubuntu 26.04 LTS for AI](https://canonical.com/blog/beyond-tokens-per-watt)

Tokens per watt (TpW) – the measure of useful AI work produced per watt of energy consumed – is the metric at top of mind for CEOs, heads of AI, and infrastructure teams alike. With the tremendous cost of GPU clusters, extracting as much value as possible from the expense is critical. But in the

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AI

#### [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