Machine Learning archives
87 posts
Realtime transaction fraud detection – with an LLM?
By Rob Gibbon, 30 September 2026
Conversational AI with a chatbot is great for drafting emails or debugging code, but it’s less ideal for real-time application middleware. If you’re trying...
Fine tune your own custom LLM with Canonical Charmed Kubeflow and Feast
By Rob Gibbon, 23 September 2026
So you want your own pet LLM huh? Knowing where to start can be quite tricky, so luckily for you I’ve put together this end-to-end guide. It’ll get you not...
Canonical announces optimized Ubuntu images for TPU virtual machines by Google Cloud
By Hugo Huang, 28 May 2026
Canonical and Google Cloud announced the availability of certified Ubuntu images for Google’s Cloud TPU Virtual Machines.
Migrating from Apache Spark 3 to Spark 4
By Rob Gibbon, 28 May 2026
The purpose of this guide is to highlight the key differences between Apache Spark 3 and Spark 4, and provide advice on how to plan a migration. Let’s get...
How to launch a Deep Learning VM on Google Cloud
By Hugo Huang, 11 December 2025
Setting up a local Deep Learning environment can be a headache. Between managing CUDA drivers, resolving Python library conflicts, and ensuring you have...
Ubuntu Confidential VMs Now Available on Google Cloud A3 with NVIDIA H100 GPUs
By Hugo Huang, 27 March 2025
Organizations are racing to harness the transformative power of AI, but sensitive data privacy and model security remain critical roadblocks. What if you...
Accelerating AI with open source machine learning infrastructure
By Andreea Munteanu, 20 March 2025
The landscape of artificial intelligence is rapidly evolving, demanding robust and scalable infrastructure. To meet these challenges, we’ve developed a...
Building optimized LLM chatbots with Canonical and NVIDIA
By Andreea Munteanu, 19 March 2025
The landscape of generative AI is rapidly evolving, and building robust, scalable large language model (LLM) applications is becoming a critical need for many...
Unlocking Edge AI: a collaborative reference architecture with NVIDIA
By Andreea Munteanu, 19 March 2025
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...
7 considerations when building your ML architecture
By Andreea Munteanu, 17 February 2025
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...
AI in 2025: is it an agentic year?
By Andreea Munteanu, 12 February 2025
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...
How to build your first model using DSS
By Stefano Fioravanzo, 14 January 2025
GenAI is transforming how we approach technology. This blog explores how you can use Canonical’s Data Science Stack (DSS) to set up your environment and dive...
Charmed Kubeflow vs Kubeflow
By Andreea Munteanu, 1 November 2024
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...
Canonical at India Mobile Congress 2024 – a retrospective
By Serdar Vural, 28 October 2024
With an ambition to become Asia’s technology hub for telecommunications in the 5G/6G era, India hosts the annual India Mobile Congress (IMC) in Pragati...
Let’s talk about open source, AI and cloud infrastructure at GITEX 2024
By Anastasia Kritskaya, 10 October 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...
Canonical at Cloud Expo 2024
By Anastasia Kritskaya, 3 October 2024
The Cloud Expo Madrid 2024 will run on 16 and 17 October at IFEMA Madrid. Come down to our booth, K87, to meet us and chat about Cloud, AI, ML and more.