Large language models (LLMs) are machine-learning models specialised in understanding natural language. They became famous once ChatGPT was widely adopted around the world, but they have applications beyond chatbots. LLMs have multiple use cases - from building conversational assistants to performing sentiment analysis.

Ubuntu 18.04 LTS, installed by millions of users and continuing to have a massive footprint on AWS, hit its End of Life (EOL) in May 2023. When using an unsupported version of Ubuntu LTS, your system and your end users are vulnerable to security risks. Not every company has the time or resources to undertake a migration project to a later and supported Ubuntu LTS distribution which is why many are adopting Ubuntu Pro.

Install MLflow quickly on Ubuntu using our distribution, Charmed MLFlow. You can integrate it with different tools, so you can run it on your workstation with Jupyter Notebook or at scale with Charmed Kubeflow. Charmed MLFlow is a fully open source distribution of the upstream project, that benefits from security patching, tool integration and automated lifecycle management.

The AI/ML team at Canonical is happy to announce the release of Charmed Kubeflow 1.8 Beta and invites you to share your feedback. If you want to learn about the updates in this upcoming release first, be sure to join our livestream on 5 October. Canonical’s Kubeflow team will discuss what Charmed Kubeflow 1.8 brings to the table and dig into the details. Some of the updates that we will cover during the livestream include.

Learn how to elevate the security of your Ubuntu servers by creating a CIS-hardened Ubuntu Pro AMI using only the AWS web console. Join Canonical Public Cloud Alliance Director Carlos Bravo in this step-by-step tutorial as he walks through the hardening process utilizing the Ubuntu Security Guide (USG) tool to ensure your system's security aligns with industry standards including CIS and DISA-STIG.

Aaron Whitehouse, Senior Director of Public Cloud Enablement at Canonical, explains why you need to be thinking about open source dependencies in your software pipelines. He covers three main areas of software dependency management: ESM is part of Canonical's Ubuntu Pro offering and gives developers access to approximately 30,000 packages that they can build on, confident in the knowledge that Canonical will patch high and critical vulnerabilities for up to 10 years while preserving API stability -- regardless of the upstream project's support lifecycle.