Open source AI for the enterprise

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class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu Server</span> <br /> <small>Scalable Linux for the cloud</small> </a> </li> <li> <a href="https://ubuntu.com/landscape" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Landscape</span> <br /> <small>Monitor and manage machines</small> </a> </li> <li> <a href="https://maas.io/" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>MAAS</span> <br /> <small>Bare metal provisioning</small> </a> </li> <li> <a href="https://ubuntu.com/ceph" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ceph</span> <br /> <small>Open source storage</small> </a> </li> <li> <a href="https://anbox-cloud.io/" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Anbox Cloud</span> <br /> <small>Virtualized Android on demand</small> </a> </li> <li> <a href="https://juju.is/" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Juju</span> <br /> <small>Orchestrator engine for operators</small> </a> </li> <li> <a href="https://ubuntu.com/openstack/consulting" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Private cloud build</span> <br /> <small>OpenStack implementation</small> </a> </li> <li> <a href="/microstack" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>MicroStack</span> <br /> <small>Cloud-native OpenStack</small> </a> </li> <li> <a href="/microcloud" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>MicroCloud</span> <br /> <small>Lightweight, automated clouds</small> </a> </li> <li class="p-navigation--list-heading"> <h2 class="p-navigation__dropdown-item p-text--small-caps u-no-margin js-focus-target" data-level="2">Quick links</h2> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/server/docs" data-level="2" class="js-focus-target">Server documentation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://maas.io/docs" data-level="2" class="js-focus-target">MAAS documentation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="/microstack/docs/single-node" data-level="2" class="js-focus-target">MicroStack installation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/blog/data-centre-networking-what-is-sdn" data-level="2" class="js-focus-target">Data Centre Networking blog</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/openstack/pricing-calculator" data-level="2" class="js-focus-target">OpenStack pricing</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/openstack/consulting" data-level="2" class="js-focus-target">Private cloud consulting</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/blog/private_cloud_avoiding_operational_costs" data-level="2" class="js-focus-target">Private cloud: Avoiding the high cost of operations</a> </span> </li> </ul> </li> <li class="p-navigation__item--dropdown-toggle" id="public-cloud-content"> <a class="p-navigation__link js-dropdown-button js-focus-target" href="#public-cloud-menu" aria-controls="public-cloud-menu" data-level="1">Public cloud</a> <ul class="p-navigation__dropdown js-dropdown-list" id="public-cloud-menu" aria-hidden="true"> <li class="p-navigation__item--dropdown-close" id="public-cloud-content-back"> <a class="p-navigation__link js-back-button js-focus-target" aria-controls="public-cloud-content" href="#public-cloud-content-back" data-level="2">Back</a> </li> <li> <a href="https://ubuntu.com/cloud/public-cloud" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu on public clouds</span> <br /> <small>The most popular cloud OS</small> </a> </li> <li> <a href="https://ubuntu.com/aws" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu on AWS</span> <br /> <small>AWS Marketplace</small> </a> </li> <li> <a href="https://ubuntu.com/azure" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu on Azure</span> <br /> <small>Microsoft Azure Marketplace</small> </a> </li> <li> <a href="https://ubuntu.com/gcp" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu on GCP</span> <br /> <small>Google Cloud Marketplace</small> </a> </li> <li> <a href="https://ubuntu.com/aws/workspaces" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu WorkSpaces</span> <br /> <small>Virtual desktops on AWS</small> </a> </li> </ul> </li> <li class="p-navigation__item--dropdown-toggle" id="virtualization-content"> <a class="p-navigation__link js-dropdown-button js-focus-target" href="#virtualization-menu" aria-controls="virtualization-menu" data-level="1">Virtualization</a> <ul class="p-navigation__dropdown js-dropdown-list" id="virtualization-menu" aria-hidden="true"> <li class="p-navigation__item--dropdown-close" id="virtualization-content-back"> <a class="p-navigation__link js-back-button js-focus-target" aria-controls="virtualization-content" href="#virtualization-content-back" data-level="2">Back</a> </li> <li> <a href="/multipass" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Multipass</span> <br /> <small>VMs for Windows, macOS & Linux</small> </a> </li> <li> <a href="https://ubuntu.com/lxd" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>LXD</span> <br /> <small>Linux containers and VMs</small> </a> </li> <li> <a href="https://ubuntu.com/desktop/wsl" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>WSL</span> <br /> <small>Windows Subsystem for Linux</small> </a> </li> <li class="p-navigation--list-heading"> <h2 class="p-navigation__dropdown-item p-text--small-caps u-no-margin js-focus-target" data-level="2">Quick links</h2> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://snapcraft.io/blog/what-is-virtualisation-the-basics" data-level="2" class="js-focus-target">What is virtualization?</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="/multipass/docs" data-level="2" class="js-focus-target">Multipass documentation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/server/docs/virtualization-multipass" data-level="2" class="js-focus-target">Virtualization docs in the server guide</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://wiki.ubuntu.com/WSL" data-level="2" class="js-focus-target">What is WSL?</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/tutorials/install-ubuntu-on-wsl2-on-windows-11-with-gui-support" data-level="2" class="js-focus-target">Install Ubuntu on Windows 11</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/tutorials/install-ubuntu-on-wsl2-on-windows-10" data-level="2" class="js-focus-target">Install Ubuntu on Windows 10</a> </span> </li> </ul> </li> <li class="p-navigation__item--dropdown-toggle" id="security-and-support-content"> <a class="p-navigation__link js-dropdown-button js-focus-target" href="#security-and-support-menu" aria-controls="security-and-support-menu" data-level="1">Security and support</a> <ul class="p-navigation__dropdown js-dropdown-list" id="security-and-support-menu" aria-hidden="true"> <li class="p-navigation__item--dropdown-close" id="security-and-support-content-back"> <a class="p-navigation__link js-back-button js-focus-target" aria-controls="security-and-support-content" href="#security-and-support-content-back" data-level="2">Back</a> </li> <li> <a href="https://ubuntu.com/pro" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu Pro</span> <br /> <small>Security & compliance subscription</small> </a> </li> <li> <a href="https://ubuntu.com/support" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu Pro + support</span> <br /> <small>24/7 support for the full-stack</small> </a> </li> <li> <a href="https://ubuntu.com/security/esm" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>ESM</span> <br /> <small>10 years of security maintenance</small> </a> </li> <li> <a href="https://ubuntu.com/landscape" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Landscape</span> <br /> <small>Monitor and manage machines</small> </a> </li> <li> <a href="https://ubuntu.com/security/livepatch" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Livepatch</span> <br /> <small>Stay patched without reboots</small> </a> </li> <li> <a href="https://ubuntu.com/aws/pro" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu Pro for AWS</span> <br /> <small>Amazon Web Services support</small> </a> </li> <li> <a href="https://ubuntu.com/azure/pro" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu Pro for Azure</span> <br /> <small>Microsoft Azure cloud support</small> </a> </li> <li> <a href="https://ubuntu.com/gcp/pro" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu Pro for GCP</span> <br /> <small>Google Cloud support</small> </a> </li> <li> <a href="https://ubuntu.com/security/certifications" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Certifications and hardening</span> <br /> <small>CIS, DISA-STIG, FIPS compliance</small> </a> </li> <li> <a href="https://ubuntu.com/confidential-computing" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Confidential computing</span> <br /> <small>Protect your data in use</small> </a> </li> <li class="p-navigation--list-heading"> <h2 class="p-navigation__dropdown-item p-text--small-caps u-no-margin js-focus-target" data-level="2">Quick links</h2> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/pricing/pro" data-level="2" class="js-focus-target">Ubuntu Pro pricing</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/pricing/consulting" data-level="2" class="js-focus-target">Open infrastructure consulting</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/certified" data-level="2" class="js-focus-target">Certified hardware</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/security/cves" data-level="2" class="js-focus-target">CVE reports</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/security/notices" data-level="2" class="js-focus-target">Ubuntu Security Notices (USN)</a> </span> </li> </ul> </li> <li class="p-navigation__item--dropdown-toggle" id="kubernetes-content"> <a class="p-navigation__link js-dropdown-button js-focus-target" href="#kubernetes-menu" aria-controls="kubernetes-menu" data-level="1">Kubernetes</a> <ul class="p-navigation__dropdown js-dropdown-list" id="kubernetes-menu" aria-hidden="true"> <li class="p-navigation__item--dropdown-close" id="kubernetes-content-back"> <a class="p-navigation__link js-back-button js-focus-target" aria-controls="kubernetes-content" href="#kubernetes-content-back" data-level="2">Back</a> </li> <li> <a href="https://ubuntu.com/kubernetes" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Kubernetes</span> <br /> <small>Containerized workloads</small> </a> </li> <li> <a href="https://microk8s.io/" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>MicroK8s</span> <br /> <small>Simplest way to get Kubernetes</small> </a> </li> <li> <a href="https://ubuntu.com/kubernetes/charmed-k8s" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Charmed Kubernetes</span> <br /> <small>Composable K8s for the enterprise</small> </a> </li> <li> <a href="https://ubuntu.com/ai/what-is-kubeflow" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Kubeflow</span> <br /> <small>Machine learning toolkit for K8s</small> </a> </li> <li class="p-navigation--list-heading"> <h2 class="p-navigation__dropdown-item p-text--small-caps u-no-margin js-focus-target" data-level="2">Quick links</h2> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/kubernetes/docs" data-level="2" class="js-focus-target">Kubernetes documentation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/kubernetes/docs/quickstart" data-level="2" class="js-focus-target">Getting started with Kubernetes</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/kubernetes/compare" data-level="2" class="js-focus-target">Distributions comparison</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://juju.is/cloud-native-kubernetes-usage-report-2022" data-level="2" class="js-focus-target">Cloud native operations report</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="http://microk8s.io/docs/getting-started" data-level="2" class="js-focus-target">Getting started with MicroK8s</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://charmed-kubeflow.io/docs/install" data-level="2" class="js-focus-target">Kubeflow installation tutorial</a> </span> </li> </ul> </li> <li class="p-navigation__item--dropdown-toggle" id="ai-and-data-content"> <a class="p-navigation__link js-dropdown-button js-focus-target" href="#ai-and-data-menu" aria-controls="ai-and-data-menu" data-level="1">AI and data</a> <ul class="p-navigation__dropdown js-dropdown-list" id="ai-and-data-menu" aria-hidden="true"> <li class="p-navigation__item--dropdown-close" id="ai-and-data-content-back"> <a class="p-navigation__link js-back-button js-focus-target" aria-controls="ai-and-data-content" href="#ai-and-data-content-back" data-level="2">Back</a> </li> <li> <a href="https://ubuntu.com/ai" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>AI/ML</span> <br /> <small>AI and machine learning on Ubuntu</small> </a> </li> <li> <a href="https://charmed-kubeflow.io/" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Kubeflow</span> <br /> <small>End-to-end MLOps platform</small> </a> </li> <li> <a href="https://ubuntu.com/ai/mlflow" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>MLflow</span> <br /> <small>Lightweight ML platform</small> </a> </li> <li> <a href="/data" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Data solutions</span> <br /> <small>Enterprise data management at scale</small> </a> </li> <li> <a href="/data/kafka" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Kafka</span> <br /> <small>Streaming data platform</small> </a> </li> <li> <a href="/data/spark" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Spark</span> <br /> <small>Big data processing</small> </a> </li> <li> <a href="/data/mongodb" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>MongoDB</span> <br /> <small>NoSQL database management</small> </a> </li> <li> <a href="/data/postgresql" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>PostgreSQL</span> <br /> <small>Relational database management</small> </a> </li> <li> <a href="/data/mysql" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>MySQL</span> <br /> <small>Relational database management</small> </a> </li> <li> <a href="/data/opensearch" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>OpenSearch</span> <br /> <small>Search and analytics suite</small> </a> </li> <li class="p-navigation--list-heading"> <h2 class="p-navigation__dropdown-item p-text--small-caps u-no-margin js-focus-target" data-level="2">Quick links</h2> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://charmed-kubeflow.io/docs" data-level="2" class="js-focus-target">Kubeflow documentation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://documentation.ubuntu.com/charmed-mlflow/en/latest/" data-level="2" class="js-focus-target">MLflow documentation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="/data/docs" data-level="2" class="js-focus-target">Data documentation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/engage/mlops-toolkit/" data-level="2" class="js-focus-target">MLOps toolkit</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/engage/open-source-big-data-ai" data-level="2" class="js-focus-target">Guide to big data and AI</a> </span> </li> </ul> </li> <li class="p-navigation__item--dropdown-toggle" id="certified-hardware-content"> <a class="p-navigation__link js-dropdown-button js-focus-target" href="#certified-hardware-menu" aria-controls="certified-hardware-menu" data-level="1">Certified hardware</a> <ul class="p-navigation__dropdown js-dropdown-list" id="certified-hardware-menu" aria-hidden="true"> <li class="p-navigation__item--dropdown-close" id="certified-hardware-content-back"> <a class="p-navigation__link js-back-button js-focus-target" aria-controls="certified-hardware-content" href="#certified-hardware-content-back" data-level="2">Back</a> </li> <li> <a href="https://ubuntu.com/certified" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Certified hardware</span> <br /> <small>Ubuntu hardware you can trust</small> </a> </li> <li> <a href="https://ubuntu.com/certified?q=&limit=20&category=Laptop&category=Desktop" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>PC and laptops</span> <br /> <small>Certified for Ubuntu</small> </a> </li> <li> <a href="https://ubuntu.com/certified/servers" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Servers</span> <br /> <small>Hardware for data centers</small> </a> </li> <li> <a href="https://ubuntu.com/certified/devices" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>IoT devices</span> <br /> <small>Stable and secure devices</small> </a> </li> <li> <a href="https://ubuntu.com/certified/socs" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>SoCs</span> <br /> <small>System on a Chip hardware</small> </a> </li> <li> <a href="https://ubuntu.com/certified?q=&limit=20&vendor=Raspberry+Pi+Foundation" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Raspberry Pi</span> <br /> <small>Certified Pi devices</small> </a> </li> <li class="p-navigation--list-heading"> <h2 class="p-navigation__dropdown-item p-text--small-caps u-no-margin js-focus-target" data-level="2">Quick links</h2> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/certified/why-certified" data-level="2" class="js-focus-target">Why use Certified devices?</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/partners/become-a-partner" data-level="2" class="js-focus-target">Certify your device</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://www.brighttalk.com/webcast/6793/497538" data-level="2" class="js-focus-target">Why certification matters for AIoT</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://www.brighttalk.com/webcast/6793/514263" data-level="2" class="js-focus-target">Industrial Pi use cases webinar</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/blog/why-you-should-buy-a-pre-installed-ubuntu-workstation" data-level="2" class="js-focus-target">Why buy a preinstalled workstation?</a> </span> </li> </ul> </li> <li class="p-navigation__item--dropdown-toggle" id="iot-and-edge-content"> <a class="p-navigation__link js-dropdown-button js-focus-target" href="#iot-and-edge-menu" aria-controls="iot-and-edge-menu" data-level="1">IoT and edge</a> <ul class="p-navigation__dropdown js-dropdown-list" id="iot-and-edge-menu" aria-hidden="true"> <li class="p-navigation__item--dropdown-close" id="iot-and-edge-content-back"> <a class="p-navigation__link js-back-button js-focus-target" aria-controls="iot-and-edge-content" href="#iot-and-edge-content-back" data-level="2">Back</a> </li> <li> <a href="https://ubuntu.com/core" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu Core</span> <br /> <small>Embedded Linux</small> </a> </li> <li> <a href="https://ubuntu.com/internet-of-things/appstore" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>IoT App Store</span> <br /> <small>Private app store for Linux and IoT</small> </a> </li> <li> <a href="https://ubuntu.com/internet-of-things/management" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Device management</span> <br /> <small>Manage fleets of IoT devices</small> </a> </li> <li> <a href="https://ubuntu.com/certified/devices" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Certified devices</span> <br /> <small>Hardware/OS compatibility</small> </a> </li> <li> <a href="https://mir-server.io/ubuntu-frame" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Ubuntu Frame</span> <br /> <small>Embedded graphical displays</small> </a> </li> <li> <a href="https://ubuntu.com/robotics/ros-esm" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>ROS ESM</span> <br /> <small>Expanded security for robots</small> </a> </li> <li> <a href="https://ubuntu.com/real-time" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Real-time Ubuntu</span> <br /> <small>Low-latency kernel</small> </a> </li> <li> <a href="https://ubuntu.com/core/services" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>IoT Professional Services</span> <br /> <small>Bring IoT devices to market</small> </a> </li> <li class="p-navigation--list-heading"> <h2 class="p-navigation__dropdown-item p-text--small-caps u-no-margin js-focus-target" data-level="2">Quick links</h2> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/engage/a-practical-guide-to-iot-lifecycle-management" data-level="2" class="js-focus-target">Guide to IoT lifecycle management</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/blog/canonical-joins-the-connectivity-standards-alliance" data-level="2" class="js-focus-target">Canonical joins the CSA</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/engage/robot-operating-system-choice" data-level="2" class="js-focus-target">Pick the OS for your robots</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/engage/embedded-linux-make-or-buy" data-level="2" class="js-focus-target">Embedded Linux: make or buy?</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/download/raspberry-pi-core" data-level="2" class="js-focus-target">Try Ubuntu Core on Raspberry Pi</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/engage/bridge-the-IT-OT-gap-Industry4" data-level="2" class="js-focus-target">Industry 4.0 webinar</a> </span> </li> </ul> </li> <li class="p-navigation__item--dropdown-toggle" id="developer-tools-content"> <a class="p-navigation__link js-dropdown-button js-focus-target" href="#developer-tools-menu" aria-controls="developer-tools-menu" data-level="1">Developer tools</a> <ul class="p-navigation__dropdown js-dropdown-list" id="developer-tools-menu" aria-hidden="true"> <li class="p-navigation__item--dropdown-close" id="developer-tools-content-back"> <a class="p-navigation__link js-back-button js-focus-target" aria-controls="developer-tools-content" href="#developer-tools-content-back" data-level="2">Back</a> </li> <li> <a href="https://snapcraft.io/about" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Snaps</span> <br /> <small>Containerized applications for Linux</small> </a> </li> <li> <a href="https://snapcraft.io/build" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Snapcraft</span> <br /> <small>Build and publish your snaps</small> </a> </li> <li> <a href="https://snapcraft.io" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Snap Store</span> <br /> <small>App store for Linux</small> </a> </li> <li> <a href="https://ubuntu.com/containers/chiselled" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Chiselled Ubuntu</span> <br /> <small>Ultra-small containerization</small> </a> </li> <li> <a href="https://juju.is/" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Juju</span> <br /> <small>Orchestrator engine for operators</small> </a> </li> <li> <a href="https://charmhub.io/" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>Charmhub</span> <br /> <small>Software operators collection</small> </a> </li> <li> <a href="https://jaas.ai/" class="p-navigation__dropdown-item js-focus-target" data-level="2"> <span>JAAS</span> <br /> <small>Auditing and compliance for Juju</small> </a> </li> <li class="p-navigation--list-heading"> <h2 class="p-navigation__dropdown-item p-text--small-caps u-no-margin js-focus-target" data-level="2">Quick links</h2> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://snapcraft.io/docs" data-level="2" class="js-focus-target">Snap documentation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://ubuntu.com/tutorials/create-your-first-snap" data-level="2" class="js-focus-target">Create your first snap</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="https://juju.is/docs" data-level="2" class="js-focus-target">Juju documentation</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a 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u-no-padding"> <div class="col-3"> <ul class="p-list"> <li> <a href="https://ubuntu.com/desktop" class="p-navigation__dropdown-item " > <span>Ubuntu Desktop</span> <br /> <small>Fast, modern and secure Linux</small> </a> </li> <li> <a href="https://ubuntu.com/server" class="p-navigation__dropdown-item " > <span>Ubuntu Server</span> <br /> <small>Scalable Linux for the cloud</small> </a> </li> <li> <a href="https://maas.io/" class="p-navigation__dropdown-item " > <span>MAAS</span> <br /> <small>Bare metal provisioning</small> </a> </li> <li> <a href="https://snapcraft.io/" class="p-navigation__dropdown-item " > <span>Snapcraft</span> <br /> <small>App store for Linux</small> </a> </li> <li> <a href="/openstack" class="p-navigation__dropdown-item " > <span>OpenStack</span> <br /> <small>Private cloud provisioning</small> </a> </li> </ul> </div> <div class="col-3"> <ul class="p-list"> <li> <a href="/microcloud" class="p-navigation__dropdown-item " > <span>MicroCloud</span> <br /> <small>Lightweight, automated clouds</small> </a> </li> <li> <a href="https://ubuntu.com/pro" class="p-navigation__dropdown-item " > <span>Ubuntu Pro</span> <br /> <small>Security & compliance subscription</small> </a> </li> <li> <a href="https://ubuntu.com/support" class="p-navigation__dropdown-item " > <span>Enterprise-grade support</span> <br /> <small>24/7 support for the full-stack</small> </a> </li> <li> <a href="https://ubuntu.com/security/livepatch" class="p-navigation__dropdown-item " > <span>Livepatch</span> <br /> <small>Stay patched and defer reboots</small> </a> </li> </ul> </div> <div class="col-3"> <ul class="p-list"> <li> <a href="https://ubuntu.com/kubernetes" class="p-navigation__dropdown-item " > <span>Kubernetes</span> <br /> <small>Containerized workloads</small> </a> </li> <li> <a href="https://charmhub.io/" class="p-navigation__dropdown-item " > <span>Charmhub</span> <br /> <small>Charmed Operators marketplace</small> </a> </li> <li> <a href="https://juju.is/" class="p-navigation__dropdown-item " > <span>Juju</span> <br /> <small>Orchestration engine for operators</small> </a> </li> <li> <a href="https://ubuntu.com/certified" class="p-navigation__dropdown-item " > <span>Certified hardware</span> <br /> <small>Ubuntu hardware you can trust</small> </a> </li> </ul> </div> </div> </div> </div> </div> <div class="p-navigation__footer"> <p>We're here to help with any questions and more information.</p> <a href="https://ubuntu.com/contact-us" class="p-button">Contact us</a> </div> </div> <div class="p-navigation__content-panel js-content-panel" hidden="true" id="products-ubuntu-os-tab-content" tabindex="-1" aria-labelledby="products-ubuntu-os-tab"> <div class="row u-no-padding"> <div class="col-6"> <div class="p-navigation__main-links"> <div class="row u-no-padding"> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/desktop" class="p-navigation__dropdown-item " > <span>Ubuntu Desktop</span> <br /> <small>Fast, modern and secure Linux</small> </a> </li> <li> <a href="https://ubuntu.com/server" class="p-navigation__dropdown-item " > <span>Ubuntu Server</span> <br /> <small>Scalable Linux for the cloud</small> </a> </li> <li> <a href="https://ubuntu.com/pro" class="p-navigation__dropdown-item " > <span>Ubuntu Pro</span> <br /> <small>Security & compliance subscription</small> </a> </li> <li> <a href="https://ubuntu.com/core" class="p-navigation__dropdown-item " > <span>Ubuntu Core</span> <br /> <small>Embedded Linux</small> </a> </li> </ul> </div> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/security/fips" class="p-navigation__dropdown-item " > <span>FIPS for Ubuntu</span> <br /> <small>Secure Linux for government</small> </a> </li> <li> <a href="https://ubuntu.com/desktop/wsl" class="p-navigation__dropdown-item " > <span>WSL</span> <br /> <small>Windows Subsystem for Linux</small> </a> </li> <li> <a href="/multipass" class="p-navigation__dropdown-item " > <span>Multipass</span> <br /> <small>VMs for Windows, macOS & Linux</small> </a> </li> </ul> </div> </div> </div> </div> <div class="col-3"> <div class="p-navigation__link-list"> <h2 class="p-navigation--list-heading p-text--small-caps u-no-padding">Quick links</h2> <ul class="p-list"> <li class="p-list__item"> <a href="https://ubuntu.com/tutorials/upgrading-ubuntu-desktop">Upgrade Ubuntu</a> </li> <li class="p-list__item"> <a href="https://help.ubuntu.com/">Ubuntu documentation</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/tutorials/install-ubuntu-desktop">Desktop install</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/server/docs/installation">Server install</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/server/docs">Server guide</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/cloud/public-cloud">Ubuntu on public clouds</a> </li> </ul> </div> </div> </div> </div> <div class="p-navigation__content-panel js-content-panel" hidden="true" id="products-private-cloud-tab-content" tabindex="-1" aria-labelledby="products-private-cloud-tab"> <div class="row u-no-padding"> <div class="col-6"> <div class="p-navigation__main-links"> <div class="row u-no-padding"> <div class="col-4"> <ul class="p-list"> <li> <a href="/openstack" class="p-navigation__dropdown-item " > <span>OpenStack</span> <br /> <small>Enterprise private cloud</small> </a> </li> <li> <a href="https://ubuntu.com/server" class="p-navigation__dropdown-item " > <span>Ubuntu Server</span> <br /> <small>Scalable Linux for the cloud</small> </a> </li> <li> <a href="https://ubuntu.com/landscape" class="p-navigation__dropdown-item " > <span>Landscape</span> <br /> <small>Monitor and manage machines</small> </a> </li> <li> <a href="https://maas.io/" class="p-navigation__dropdown-item " > <span>MAAS</span> <br /> <small>Bare metal provisioning</small> </a> </li> <li> <a href="https://ubuntu.com/ceph" class="p-navigation__dropdown-item " > <span>Ceph</span> <br /> <small>Open source storage</small> </a> </li> </ul> </div> <div class="col-4"> <ul class="p-list"> <li> <a href="https://anbox-cloud.io/" class="p-navigation__dropdown-item " > <span>Anbox Cloud</span> <br /> <small>Virtualized Android on demand</small> </a> </li> <li> <a href="https://juju.is/" class="p-navigation__dropdown-item " > <span>Juju</span> <br /> <small>Orchestrator engine for operators</small> </a> </li> <li> <a href="https://ubuntu.com/openstack/consulting" class="p-navigation__dropdown-item " > <span>Private cloud build</span> <br /> <small>OpenStack implementation</small> </a> </li> <li> <a href="/microstack" class="p-navigation__dropdown-item " > <span>MicroStack</span> <br /> <small>Cloud-native OpenStack</small> </a> </li> <li> <a href="/microcloud" class="p-navigation__dropdown-item " > <span>MicroCloud</span> <br /> <small>Lightweight, automated clouds</small> </a> </li> </ul> </div> </div> </div> </div> <div class="col-3"> <div class="p-navigation__link-list"> <h2 class="p-navigation--list-heading p-text--small-caps u-no-padding">Quick links</h2> <ul class="p-list"> <li class="p-list__item"> <a href="https://ubuntu.com/server/docs">Server documentation</a> </li> <li class="p-list__item"> <a href="https://maas.io/docs">MAAS documentation</a> </li> <li class="p-list__item"> <a href="/microstack/docs/single-node">MicroStack installation</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/blog/data-centre-networking-what-is-sdn">Data Centre Networking blog</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/openstack/pricing-calculator">OpenStack pricing</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/openstack/consulting">Private cloud consulting</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/blog/private_cloud_avoiding_operational_costs">Private cloud: Avoiding the high cost of operations</a> </li> </ul> </div> </div> </div> </div> <div class="p-navigation__content-panel js-content-panel" hidden="true" id="products-public-cloud-tab-content" tabindex="-1" aria-labelledby="products-public-cloud-tab"> <div class="row u-no-padding"> <div class="col-9"> <div class="p-navigation__main-links"> <div class="row u-no-padding"> <div class="col-3"> <ul class="p-list"> <li> <a href="https://ubuntu.com/cloud/public-cloud" class="p-navigation__dropdown-item " > <span>Ubuntu on public clouds</span> <br /> <small>The most popular cloud OS</small> </a> </li> <li> <a href="https://ubuntu.com/aws" class="p-navigation__dropdown-item " > <span>Ubuntu on AWS</span> <br /> <small>AWS Marketplace</small> </a> </li> </ul> </div> <div class="col-3"> <ul class="p-list"> <li> <a href="https://ubuntu.com/azure" class="p-navigation__dropdown-item " > <span>Ubuntu on Azure</span> <br /> <small>Microsoft Azure Marketplace</small> </a> </li> <li> <a href="https://ubuntu.com/gcp" class="p-navigation__dropdown-item " > <span>Ubuntu on GCP</span> <br /> <small>Google Cloud Marketplace</small> </a> </li> </ul> </div> <div class="col-3"> <ul class="p-list"> <li> <a href="https://ubuntu.com/aws/workspaces" class="p-navigation__dropdown-item " > <span>Ubuntu WorkSpaces</span> <br /> <small>Virtual desktops on AWS</small> </a> </li> </ul> </div> </div> </div> </div> </div> </div> <div class="p-navigation__content-panel js-content-panel" hidden="true" id="products-virtualization-tab-content" tabindex="-1" aria-labelledby="products-virtualization-tab"> <div class="row u-no-padding"> <div class="col-6"> <div class="p-navigation__main-links"> <div class="row u-no-padding"> <div class="col-4"> <ul class="p-list"> <li> <a href="/multipass" class="p-navigation__dropdown-item " > <span>Multipass</span> <br /> <small>VMs for Windows, macOS & Linux</small> </a> </li> <li> <a href="https://ubuntu.com/lxd" class="p-navigation__dropdown-item " > <span>LXD</span> <br /> <small>Linux containers and VMs</small> </a> </li> </ul> </div> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/desktop/wsl" class="p-navigation__dropdown-item " > <span>WSL</span> <br /> <small>Windows Subsystem for Linux</small> </a> </li> </ul> </div> </div> </div> </div> <div class="col-3"> <div class="p-navigation__link-list"> <h2 class="p-navigation--list-heading p-text--small-caps u-no-padding">Quick links</h2> <ul class="p-list"> <li class="p-list__item"> <a href="https://snapcraft.io/blog/what-is-virtualisation-the-basics">What is virtualization?</a> </li> <li class="p-list__item"> <a href="/multipass/docs">Multipass documentation</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/server/docs/virtualization-multipass">Virtualization docs in the server guide</a> </li> <li class="p-list__item"> <a href="https://wiki.ubuntu.com/WSL">What is WSL?</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/tutorials/install-ubuntu-on-wsl2-on-windows-11-with-gui-support">Install Ubuntu on Windows 11</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/tutorials/install-ubuntu-on-wsl2-on-windows-10">Install Ubuntu on Windows 10</a> </li> </ul> </div> </div> </div> </div> <div class="p-navigation__content-panel js-content-panel" hidden="true" id="products-security-and-support-tab-content" tabindex="-1" aria-labelledby="products-security-and-support-tab"> <div class="row u-no-padding"> <div class="col-6"> <div class="p-navigation__main-links"> <div class="row u-no-padding"> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/pro" class="p-navigation__dropdown-item " > <span>Ubuntu Pro</span> <br /> <small>Security & compliance subscription</small> </a> </li> <li> <a href="https://ubuntu.com/support" class="p-navigation__dropdown-item " > <span>Ubuntu Pro + support</span> <br /> <small>24/7 support for the full-stack</small> </a> </li> <li> <a href="https://ubuntu.com/security/esm" class="p-navigation__dropdown-item " > <span>ESM</span> <br /> <small>10 years of security maintenance</small> </a> </li> <li> <a href="https://ubuntu.com/landscape" class="p-navigation__dropdown-item " > <span>Landscape</span> <br /> <small>Monitor and manage machines</small> </a> </li> <li> <a href="https://ubuntu.com/security/livepatch" class="p-navigation__dropdown-item " > <span>Livepatch</span> <br /> <small>Stay patched without reboots</small> </a> </li> </ul> </div> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/aws/pro" class="p-navigation__dropdown-item " > <span>Ubuntu Pro for AWS</span> <br /> <small>Amazon Web Services support</small> </a> </li> <li> <a href="https://ubuntu.com/azure/pro" class="p-navigation__dropdown-item " > <span>Ubuntu Pro for Azure</span> <br /> <small>Microsoft Azure cloud support</small> </a> </li> <li> <a href="https://ubuntu.com/gcp/pro" class="p-navigation__dropdown-item " > <span>Ubuntu Pro for GCP</span> <br /> <small>Google Cloud support</small> </a> </li> <li> <a href="https://ubuntu.com/security/certifications" class="p-navigation__dropdown-item " > <span>Certifications and hardening</span> <br /> <small>CIS, DISA-STIG, FIPS compliance</small> </a> </li> <li> <a href="https://ubuntu.com/confidential-computing" class="p-navigation__dropdown-item " > <span>Confidential computing</span> <br /> <small>Protect your data in use</small> </a> </li> </ul> </div> </div> </div> </div> <div class="col-3"> <div class="p-navigation__link-list"> <h2 class="p-navigation--list-heading p-text--small-caps u-no-padding">Quick links</h2> <ul class="p-list"> <li class="p-list__item"> <a href="https://ubuntu.com/pricing/pro">Ubuntu Pro pricing</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/pricing/consulting">Open infrastructure consulting</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/certified">Certified hardware</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/security/cves">CVE reports</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/security/notices">Ubuntu Security Notices (USN)</a> </li> </ul> </div> </div> </div> </div> <div class="p-navigation__content-panel js-content-panel" hidden="true" id="products-kubernetes-tab-content" tabindex="-1" aria-labelledby="products-kubernetes-tab"> <div class="row u-no-padding"> <div class="col-6"> <div class="p-navigation__main-links"> <div class="row u-no-padding"> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/kubernetes" class="p-navigation__dropdown-item " > <span>Kubernetes</span> <br /> <small>Containerized workloads</small> </a> </li> <li> <a href="https://microk8s.io/" class="p-navigation__dropdown-item " > <span>MicroK8s</span> <br /> <small>Simplest way to get Kubernetes</small> </a> </li> </ul> </div> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/kubernetes/charmed-k8s" class="p-navigation__dropdown-item " > <span>Charmed Kubernetes</span> <br /> <small>Composable K8s for the enterprise</small> </a> </li> <li> <a href="https://ubuntu.com/ai/what-is-kubeflow" class="p-navigation__dropdown-item " > <span>Kubeflow</span> <br /> <small>Machine learning toolkit for K8s</small> </a> </li> </ul> </div> </div> </div> </div> <div class="col-3"> <div class="p-navigation__link-list"> <h2 class="p-navigation--list-heading p-text--small-caps u-no-padding">Quick links</h2> <ul class="p-list"> <li class="p-list__item"> <a href="https://ubuntu.com/kubernetes/docs">Kubernetes documentation</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/kubernetes/docs/quickstart">Getting started with Kubernetes</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/kubernetes/compare">Distributions comparison</a> </li> <li class="p-list__item"> <a href="https://juju.is/cloud-native-kubernetes-usage-report-2022">Cloud native operations report</a> </li> <li class="p-list__item"> <a href="http://microk8s.io/docs/getting-started">Getting started with MicroK8s</a> </li> <li class="p-list__item"> <a href="https://charmed-kubeflow.io/docs/install">Kubeflow installation tutorial</a> </li> </ul> </div> </div> </div> </div> <div class="p-navigation__content-panel js-content-panel" hidden="true" id="products-ai-and-data-tab-content" tabindex="-1" aria-labelledby="products-ai-and-data-tab"> <div class="row u-no-padding"> <div class="col-6"> <div class="p-navigation__main-links"> <div class="row u-no-padding"> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/ai" class="p-navigation__dropdown-item " > <span>AI/ML</span> <br /> <small>AI and machine learning on Ubuntu</small> </a> </li> <li> <a href="https://charmed-kubeflow.io/" class="p-navigation__dropdown-item " > <span>Kubeflow</span> <br /> <small>End-to-end MLOps platform</small> </a> </li> <li> <a href="https://ubuntu.com/ai/mlflow" class="p-navigation__dropdown-item " > <span>MLflow</span> <br /> <small>Lightweight ML platform</small> </a> </li> <li> <a href="/data" class="p-navigation__dropdown-item " > <span>Data solutions</span> <br /> <small>Enterprise data management at scale</small> </a> </li> <li> <a href="/data/kafka" class="p-navigation__dropdown-item " > <span>Kafka</span> <br /> <small>Streaming data platform</small> </a> </li> </ul> </div> <div class="col-4"> <ul class="p-list"> <li> <a href="/data/spark" class="p-navigation__dropdown-item " > <span>Spark</span> <br /> <small>Big data processing</small> </a> </li> <li> <a href="/data/mongodb" class="p-navigation__dropdown-item " > <span>MongoDB</span> <br /> <small>NoSQL database management</small> </a> </li> <li> <a href="/data/postgresql" class="p-navigation__dropdown-item " > <span>PostgreSQL</span> <br /> <small>Relational database management</small> </a> </li> <li> <a href="/data/mysql" class="p-navigation__dropdown-item " > <span>MySQL</span> <br /> <small>Relational database management</small> </a> </li> <li> <a href="/data/opensearch" class="p-navigation__dropdown-item " > <span>OpenSearch</span> <br /> <small>Search and analytics suite</small> </a> </li> </ul> </div> </div> </div> </div> <div class="col-3"> <div class="p-navigation__link-list"> <h2 class="p-navigation--list-heading p-text--small-caps u-no-padding">Quick links</h2> <ul class="p-list"> <li class="p-list__item"> <a href="https://charmed-kubeflow.io/docs">Kubeflow documentation</a> </li> <li class="p-list__item"> <a href="https://documentation.ubuntu.com/charmed-mlflow/en/latest/">MLflow documentation</a> </li> <li class="p-list__item"> <a href="/data/docs">Data documentation</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/engage/mlops-toolkit/">MLOps toolkit</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/engage/open-source-big-data-ai">Guide to big data and AI</a> </li> </ul> </div> </div> </div> </div> <div class="p-navigation__content-panel js-content-panel" hidden="true" id="products-certified-hardware-tab-content" tabindex="-1" aria-labelledby="products-certified-hardware-tab"> <div class="row u-no-padding"> <div class="col-6"> <div class="p-navigation__main-links"> <div class="row u-no-padding"> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/certified" class="p-navigation__dropdown-item " > <span>Certified hardware</span> <br /> <small>Ubuntu hardware you can trust</small> </a> </li> <li> <a href="https://ubuntu.com/certified?q=&limit=20&category=Laptop&category=Desktop" class="p-navigation__dropdown-item " > <span>PC and laptops</span> <br /> <small>Certified for Ubuntu</small> </a> </li> <li> <a href="https://ubuntu.com/certified/servers" class="p-navigation__dropdown-item " > <span>Servers</span> <br /> <small>Hardware for data centers</small> </a> </li> </ul> </div> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/certified/devices" class="p-navigation__dropdown-item " > <span>IoT devices</span> <br /> <small>Stable and secure devices</small> </a> </li> <li> <a href="https://ubuntu.com/certified/socs" class="p-navigation__dropdown-item " > <span>SoCs</span> <br /> <small>System on a Chip hardware</small> </a> </li> <li> <a href="https://ubuntu.com/certified?q=&limit=20&vendor=Raspberry+Pi+Foundation" class="p-navigation__dropdown-item " > <span>Raspberry Pi</span> <br /> <small>Certified Pi devices</small> </a> </li> </ul> </div> </div> </div> </div> <div class="col-3"> <div class="p-navigation__link-list"> <h2 class="p-navigation--list-heading p-text--small-caps u-no-padding">Quick links</h2> <ul class="p-list"> <li class="p-list__item"> <a href="https://ubuntu.com/certified/why-certified">Why use Certified devices?</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/partners/become-a-partner">Certify your device</a> </li> <li class="p-list__item"> <a href="https://www.brighttalk.com/webcast/6793/497538">Why certification matters for AIoT</a> </li> <li class="p-list__item"> <a href="https://www.brighttalk.com/webcast/6793/514263">Industrial Pi use cases webinar</a> </li> <li class="p-list__item"> <a href="https://ubuntu.com/blog/why-you-should-buy-a-pre-installed-ubuntu-workstation">Why buy a preinstalled workstation?</a> </li> </ul> </div> </div> </div> </div> <div class="p-navigation__content-panel js-content-panel" hidden="true" id="products-iot-and-edge-tab-content" tabindex="-1" aria-labelledby="products-iot-and-edge-tab"> <div class="row u-no-padding"> <div class="col-6"> <div class="p-navigation__main-links"> <div class="row u-no-padding"> <div class="col-4"> <ul class="p-list"> <li> <a href="https://ubuntu.com/core" class="p-navigation__dropdown-item " > <span>Ubuntu Core</span> <br /> <small>Embedded Linux</small> </a> </li> <li> <a href="https://ubuntu.com/internet-of-things/appstore" class="p-navigation__dropdown-item " > <span>IoT App Store</span> <br /> <small>Private app store for Linux and IoT</small> </a> </li> <li> <a 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href="/careers/company-culture/remote-work" data-level="1" class="js-focus-target">Remote work</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="/careers/company-culture/progression" data-level="1" class="js-focus-target">Progression</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="/careers/company-culture/diversity" data-level="1" class="js-focus-target">Diversity</a> </span> </li> <li class="p-navigation--list-link"> <span class="p-navigation__dropdown-item"> <a href="/careers/company-culture/sustainability" data-level="1" class="js-focus-target">Sustainability</a> </span> </li> </ul> </div> <div class="p-navigation__dropdown-content--full-width js-dropdown-window" id="careers"> <div class="row--25-75"> <div class="p-navigation__content-panel--full-width"> <div class="p-strip"> <p class="p-navigation--cta"> <a href="/careers">Roles by department &rsaquo;</a> </p> </div> <div class="p-section--shallow"> <hr class="p-rule--muted" /> <div class="row u-no-padding"> <div class="col-9"> <div class="p-navigation__main-links"> <h2 class="p-navigation--list-heading p-text--small-caps">Roles by department</h2> <div class="row u-no-padding"> <div class="col-3"> <ul class="p-list"> <li> <a href="/careers/engineering" class="p-navigation__dropdown-item " > <span>Engineering</span> <br /> <small class="js-available-roles" data-id="engineering"><i class="p-icon--spinner u-animation--spin"></i></small> </a> </li> <li> <a href="/careers/support-engineering" class="p-navigation__dropdown-item " > <span>Support Engineering</span> <br /> <small class="js-available-roles" data-id="support-engineering"><i class="p-icon--spinner u-animation--spin"></i></small> </a> </li> <li> <a href="/careers/marketing" class="p-navigation__dropdown-item " > <span>Marketing</span> <br /> <small class="js-available-roles" data-id="marketing"><i class="p-icon--spinner 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</div> <div class="js-search-overlay p-navigation__search-overlay"></div> </header> <div id="secondary-navigation" class="p-navigation is-sticky is-secondary is-dark"> <div class="p-navigation__row--25-75"> <div class="p-navigation__banner"> <div class="p-navigation__tagged-logo"> <a class="p-navigation__link" href="/solutions/ai"> <div class="p-navigation__logo-tag"> <img class="p-navigation__logo-icon" src="https://assets.ubuntu.com/v1/82818827-CoF_white.svg" alt="" /> </div> <span class="p-navigation__logo-title">AI</span> </a> </div> <ul class="p-navigation__items"> <li class="p-navigation__item"> <button class="js-secondary-menu-toggle-button p-navigation__link--menu-toggle" aria-controls="secondary-navigation" title="Toggle navigation" aria-label="Toggle navigation"></button> </li> </ul> </div> <nav class="p-navigation__nav" aria-label="AI"> <ul class="p-navigation__items"> <li class="p-navigation__item "> <a class="p-navigation__link" href="/solutions/ai/infrastructure" >AI infrastructure</a> </li> <li class="p-navigation__item "> <a class="p-navigation__link" href="/solutions/ai/edge" >Edge AI</a> </li> <li class="p-navigation__item "> <a class="p-navigation__link" href="/solutions/ai/genai" >GenAI infrastructure</a> </li> <li class="p-navigation__item "> <a class="p-navigation__link" href="/solutions/ai/big-data-ai" >Big data analytics</a> </li> </ul> </nav> </div> </div> <div id="main-content"> <section class="p-section--hero"> <div class="row--50-50"> <div class="col"> <div class="p-section--shallow"> <h1> Enterprise AI solutions <br /> built with trusted open source </h1></div> <div class="p-section--shallow"> <p> Innovate at speed with compliant open source – from workstations to clouds and smart devices. Get all the enterprise AI solutions you need from a trusted partner at a predictable cost. </p> </div> <div class="p-cta-block"> <a class="p-button--positive" href="/contact-us" aria-controls="ai-modal">Contact Canonical</a> </div> </div> <div class="col"> <div class="u-embedded-media"> <iframe class="u-embedded-media__element" width="560" height="315" src="https://www.youtube.com/embed/yerW2pOczvA?si=arG1DJW8pqHzmVNU" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen=""></iframe> </div> </div> </div> </section><section class="p-section"> <div class="row--50-50"> <hr class="p-rule" /> <div class="col"> <h2> Why Canonical <br class="u-hide--small" /> for enterprise AI? </h2> </div> <div class="col"> <ul class="p-list--divided"> <li class="p-list__item is-ticked">Run your entire AI/ML lifecycle on a single integrated stack</li> <li class="p-list__item is-ticked">Develop at all scales with the same software provider</li> <li class="p-list__item is-ticked">Control your TCO with predictable costs</li> <li class="p-list__item is-ticked">Get maintained and supported open source AI software</li> </ul> </div> </div> </section> <section class="p-section"> <div class="row--50-50"> <hr class="p-rule" /> <div class="col"> <h2>Use cases</h2> </div> <div class="col"> <p> Canonical offers you the building blocks so you can innovate at your own pace. From getting started with data science on Ubuntu workstations to scaling your big data analytics with supported database and MLOps software. All on open source. </p> </div> </div> <div class="p-equal-height-row--wrap"> <a class="p-equal-height-row__col" href="https://ubuntu.com/confidential-computing/ai" aria-label="Confidential AI"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_852,h_481/https://assets.ubuntu.com/v1/e7137246-conf-ai.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_1704,h_962/https://assets.ubuntu.com/v1/e7137246-conf-ai.png 2x" alt="" width="852" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <h3 class="p-heading--5">Confidential AI</h3> </div> </a> <a class="p-equal-height-row__col" href="https://ubuntu.com/ai/data-science" aria-label="Data science"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_852,h_481/https://assets.ubuntu.com/v1/139397af-data-science.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_1704,h_962/https://assets.ubuntu.com/v1/139397af-data-science.png 2x" alt="" width="852" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <h3 class="p-heading--5">Data science</h3> </div> </a> <a class="p-equal-height-row__col" href="/solutions/ai/infrastructure" aria-label="Ai infrastructure"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_852,h_480/https://assets.ubuntu.com/v1/6ccf256d-ai-infra.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_1704,h_960/https://assets.ubuntu.com/v1/6ccf256d-ai-infra.png 2x" alt="" width="852" height="480" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <h3 class="p-heading--5">AI infrastructure</h3> </div> </a> <a class="p-equal-height-row__col" href="/data" aria-label="Data management"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_852,h_480/https://assets.ubuntu.com/v1/cae6bdca-data-management.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_1704,h_960/https://assets.ubuntu.com/v1/cae6bdca-data-management.png 2x" alt="" width="852" height="480" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <h3 class="p-heading--5">Data management</h3> </div> </a> <a class="p-equal-height-row__col" href="https://ubuntu.com/ai/mlops" aria-label="MLOps"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_852,h_481/https://assets.ubuntu.com/v1/4bc50dc4-mlops.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_1704,h_962/https://assets.ubuntu.com/v1/4bc50dc4-mlops.png 2x" alt="" width="852" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <h3 class="p-heading--5">MLOps</h3> </div> </a> <a class="p-equal-height-row__col" href="/solutions/ai/genai" aria-label="GenAI with RAG"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_852,h_480/https://assets.ubuntu.com/v1/7796e871-genai-rag.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_1704,h_960/https://assets.ubuntu.com/v1/7796e871-genai-rag.png 2x" alt="" width="852" height="480" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <h3 class="p-heading--5">GenAI with RAG</h3> </div> </a> <a class="p-equal-height-row__col" href="/solutions/ai/big-data-ai" aria-label="Big data analytics"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_852,h_481/https://assets.ubuntu.com/v1/d0106fbf-big-data.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_1704,h_962/https://assets.ubuntu.com/v1/d0106fbf-big-data.png 2x" alt="" width="852" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <h3 class="p-heading--5">Big data analytics</h3> </div> </a> <a class="p-equal-height-row__col" href="/solutions/ai/edge" aria-label="Edge AI"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_852,h_481/https://assets.ubuntu.com/v1/dd383834-edge-ai.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_1704,h_962/https://assets.ubuntu.com/v1/dd383834-edge-ai.png 2x" alt="" width="852" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <h3 class="p-heading--5">Edge AI</h3> </div> </a> </div> </section> <section class="p-section"> <div class="row--50-50"> <hr class="p-rule" /> <div class="col"> <h2> Kick-start <br /> your enterprise AI journey </h2> </div> <div class="col"> <p> The first step is always the hardest, especially with AI expertise in such short supply. Canonical’s professional services will help you bridge the skills gap and overcome the barriers to AI adoption. </p> <p> Upskill your team and lay the groundwork for your projects with a 5-day MLOps workshop, work with us to build a PoC, or completely offload the AI operational burden with managed services. </p> <div class="p-cta-block"> <a href="https://pages.ubuntu.com/rs/066-EOV-335/images/Datasheet%20for%20MLOps%20workshop.pdf?version=0">Download the AI workshop datasheet &rsaquo;</a> </div> </div> </div> </section> <section class="p-section"> <div class="u-fixed-width"> <div class="p-image-container--4-3 is-cover u-hide--small"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_3696,h_1541/https://assets.ubuntu.com/v1/db0c8db2-silicon.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_7392,h_3082/https://assets.ubuntu.com/v1/db0c8db2-silicon.png 2x" alt="" width="3696" height="1541" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="row--50-50"> <hr class="p-rule" /> <div class="col"> <h2>Designed for any silicon</h2> </div> <div class="col"> <p> Improve the performance of AI workflows and accelerate project delivery by taking full advantage of hardware capabilities. </p> <p> Canonical partners directly with leading silicon vendors to optimize and certify our open source software solutions with dedicated AI hardware. </p> </div> </div> </section> <section class="p-section"> <div class="row--50-50"> <hr class="p-rule" /> <div class="col"> <h2>Run on any cloud</h2> </div> <div class="col"> <div class="p-section--shallow"> <p>Run your workloads anywhere, including hybrid and multi-cloud environments.</p> <p> Choose the ideal infrastructure for your use cases – start quickly with no risk and low investment on public cloud, then move workloads to your own data center as you scale. Benefit from a consistent, optimized OS, tooling and GPU support throughout your entire AI journey. </p> </div> <hr class="p-rule--muted" /> <div class="u-fixed-width"> <div class="p-logo-section"> <div class="p-logo-section__items"> <div class="p-logo-section__item"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_151,h_313/https://assets.ubuntu.com/v1/4b94717b-aws-logo.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_302,h_626/https://assets.ubuntu.com/v1/4b94717b-aws-logo.png 2x" alt="AWS" width="151" height="313" loading="lazy" class="p-logo-section__logo" /> </div> <div class="p-logo-section__item"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_252,h_288/https://assets.ubuntu.com/v1/210f44e4-microsoft-azure-new-logo.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_504,h_576/https://assets.ubuntu.com/v1/210f44e4-microsoft-azure-new-logo.png 2x" alt="Microsoft Azure" width="252" height="288" loading="lazy" class="p-logo-section__logo" /> </div> <div class="p-logo-section__item"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_287,h_288/https://assets.ubuntu.com/v1/3c4b936f-partner-google-cloud.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_574,h_576/https://assets.ubuntu.com/v1/3c4b936f-partner-google-cloud.png 2x" alt="Google Cloud" width="287" height="288" loading="lazy" class="p-logo-section__logo" /> </div> <div class="p-logo-section__item"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_437,h_313/https://assets.ubuntu.com/v1/08c2f850-ibm-cloud-logo.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_874,h_626/https://assets.ubuntu.com/v1/08c2f850-ibm-cloud-logo.png 2x" alt="IBM" width="437" height="313" loading="lazy" class="p-logo-section__logo" /> </div> <div class="p-logo-section__item"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_388,h_313/https://assets.ubuntu.com/v1/c165433e-oracle-cloud-logo.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_776,h_626/https://assets.ubuntu.com/v1/c165433e-oracle-cloud-logo.png 2x" alt="Oracle" width="388" height="313" loading="lazy" class="p-logo-section__logo" /> </div> </div> </div> <style> /* Avoid wrapping logos */ .p-logo-section__item { margin-right: 2rem !important; } </style> </div> <div class="p-cta-block"> <a href="https://ubuntu.com/engage/run-ai-at-scale">Discover full-stack AI infrastructure &rsaquo;</a> </div> </div> </div> </section> <div class="u-fixed-width"> <hr class="p-rule" /> </div> <section class="p-strip is-deep"> <div class="u-fixed-width"> <h2> <a href="https://ubuntu.com/engage/open-source-big-data-ai">Get the free guide: Build a smarter enterprise with big data and AI &rsaquo;</a> </h2> </div> </section> <section class="p-section"> <div class="p-section--shallow"> <div class="u-fixed-width"> <hr class="p-rule" /> <div class="col"> <h2>Accelerate AI innovation with open source</h2> </div> </div> </div> <div class="row"> <div class="col-start-large-4 col-9 col-medium-6"> <hr class="p-rule--muted" /> <div class="p-section--shallow"> <div class="row"> <div class="col-3 col-medium-3"> <h3 class="p-heading--5"> From development to production <br /> on one platform </h3> </div> <div class="col-6 col-medium-3"> <p> Ubuntu is the OS of choice for data scientists. Develop machine learning models on Ubuntu workstations and deploy to Ubuntu servers. Continue with the same familiar Ubuntu experience throughout the AI lifecycle, across clouds and all the way to the edge. </p> <div class="p-cta-block"> <a href="https://ubuntu.com/ai">Learn more about Ubuntu for AI &rsaquo;</a> </div> </div> </div> </div> <hr class="p-rule--muted" /> <div class="p-section--shallow"> <div class="row"> <div class="col-3 col-medium-3"> <h3 class="p-heading--5">Enterprise data solutions</h3> </div> <div class="col-6 col-medium-3"> <p> Data is at the heart of every AI project, which is why our stack includes a suite of leading open source data solutions enhanced with enterprise features. Automate and scale while enjoying predictable pricing and 10 years of enterprise-grade security and support. </p> <div class="p-cta-block"> <a href="/data">Explore our data solutions &rsaquo;</a> </div> </div> </div> </div> <hr class="p-rule--muted" /> <div class="p-section--shallow"> <div class="row"> <div class="col-3 col-medium-3"> <h3 class="p-heading--5">Scale with MLOps</h3> </div> <div class="col-6 col-medium-3"> <p> Simplify workflow processes and automate machine learning deployments at any scale with our modular MLOps solutions. Our supported Kubeflow distribution, integrated with a growing ecosystem of AI and data tooling, brings scalability, portability and reproducibility to your machine learning operations. </p> <div class="p-cta-block"> <a href="https://ubuntu.com/engage/mlops-guide">Access our guide to MLOps &rsaquo;</a> </div> </div> </div> </div> <hr class="p-rule--muted" /> <div class="p-section--shallow"> <div class="row"> <div class="col-3 col-medium-3"> <h3 class="p-heading--5">Power smart things with your models</h3> </div> <div class="col-6 col-medium-3"> <p> AI is set to transform our factories, our cars, and our homes. We enable the innovators behind that transformation. From compute to device management, we provide the tools to power your edge AI use cases while preserving security, and compliance. </p> <div class="p-cta-block"> <a href="/solutions/ai/edge">Find out more about edge AI &rsaquo;</a> </div> </div> </div> </div> </div> </div> </section> <section class="p-section"> <div class="row--50-50"> <hr class="p-rule" /> <div class="col"> <div class="p-section--shallow"> <h2>Security – never an afterthought</h2> </div> <div class="p-section--shallow"> <div class="p-section--shallow"> <h5>Confidential AI protects your models and data</h5> <p> Your models and sensitive data need to be secured at every stage of the ML lifecycle. With confidential AI on Ubuntu, you can protect your data and model at run-time with a hardware-rooted execution environment. Strengthen your compliance posture and safely fine-tune your model with your enterprise data. </p> <div class="p-cta-block"> <a href="https://ubuntu.com/confidential-computing/ai">Discover confidential AI &rsaquo;</a> </div> </div> <div class="p-section--shallow"> <hr class="p-rule--muted" /> <h5>Fast-track compliance with trusted AI software</h5> <p> Rapidly access all the open source software you need for AI, and run it with peace of mind. We maintain and support all of the key open source software in the AI lifecycle so you don’t have to. Leave the CVE fixes to us, so you can fast-track compliance and focus on your AI models. </p> <div class="p-cta-block"> <a href="https://ubuntu.com/engage/securing-open-source-AI-with-Everything-LTS">Get the full case study &rsaquo;</a> </div> </div> </div> </div> <div class="col"> <div class="p-section--shallow"> <div class="p-image-container is-cover u-hide--small"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_1800,h_2701/https://assets.ubuntu.com/v1/fc787875-security.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_3600,h_5402/https://assets.ubuntu.com/v1/fc787875-security.png 2x" alt="" width="1800" height="2701" loading="lazy" class="p-image-container__image" /> </div> </div> </div> </div> </section> <div class="p-section"> <div class="p-section--shallow"> <div class="row"> <hr class="p-rule--highlight is-fixed-width" /> <div class="col-3 col-medium-2"> <p class="p-muted-heading">What customers say</p> </div> </div> </div> <div class="row"> <hr class="p-rule--muted" /> <div class="row"> <div class="col-6"> <div class="p-section--shallow"> <p class="p-heading--6"> <i> “We needed a cloud solution that was stable, reliable and performant. Canonical allowed us to do this by helping to design and deploy our cloud - and they helped us do this quickly.” </i> </p> </div> </div> <div class="col-3"> <hr class="p-rule--muted u-hide--large" /> <p> <strong>Peter Blain</strong> <br /> <span class="u-text--muted">Director of Product and AI, Firmus</span> </p> </div> <div class="col-3"> <div class="p-cta-block"> <a href="https://ubuntu.com/engage/ai-ml-casestudy-tasmania">Get the full case study ›</a> </div> </div> </div> </div> <div class="row"> <hr class="p-rule--muted" /> <div class="row"> <div class="col-6"> <div class="p-section--shallow"> <p class="p-heading--6"> <i> “Partnering with Canonical lets us concentrate on our core business. Our data scientists can focus on data manipulation and model training rather than managing infrastructure.” </i> </p> </div> </div> <div class="col-3"> <hr class="p-rule--muted u-hide--large" /> <p> <strong>Machine Learning Engineer</strong> <br /> <span class="u-text--muted">Consumer entertainment company</span> </p> </div> <div class="col-3"> <div class="p-cta-block"> <a href="https://ubuntu.com/engage/machine-learning-media-entertainment">Get the full case study ›</a> </div> </div> </div> </div> </div> <section class="p-section"> <div class="p-section--shallow"> <div class="row"> <hr class="p-rule" /> <h2>All the open source you need for AI</h2> </div> </div> <div class="p-equal-height-row--wrap"> <a class="p-equal-height-row__col" href="https://charmed-kubeflow.io/" aria-label="Learn more about Kubeflow AI and MLOps"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9 is-highlighted"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_349,h_481/https://assets.ubuntu.com/v1/cd89477e-kubeflow-logo-container-vert-fill.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_698,h_962/https://assets.ubuntu.com/v1/cd89477e-kubeflow-logo-container-vert-fill.png 2x" alt="" width="349" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <p>Learn more &rsaquo;</p> </div> </a> <a class="p-equal-height-row__col" href="https://ubuntu.com/ai/mlflow" aria-label="Learn more about MLflow"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9 is-highlighted"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_222,h_481/https://assets.ubuntu.com/v1/104192d9-mlflow-logo-container-vert-fill.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_444,h_962/https://assets.ubuntu.com/v1/104192d9-mlflow-logo-container-vert-fill.png 2x" alt="" width="222" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <p>Learn more &rsaquo;</p> </div> </a> <a class="p-equal-height-row__col" href="/data/spark" aria-label="Learn more about Apache Spark"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9 is-highlighted"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_240,h_481/https://assets.ubuntu.com/v1/855deda8-apache-spark-logo-container-vert-fill.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_480,h_962/https://assets.ubuntu.com/v1/855deda8-apache-spark-logo-container-vert-fill.png 2x" alt="" width="240" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <p>Learn more &rsaquo;</p> </div> </a> <a class="p-equal-height-row__col" href="/data/opensearch" aria-label="Learn more about OpenSearch"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9 is-highlighted"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_330,h_481/https://assets.ubuntu.com/v1/a8185f91-opensearch-logo-container-vert-fill.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_660,h_962/https://assets.ubuntu.com/v1/a8185f91-opensearch-logo-container-vert-fill.png 2x" alt="" width="330" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <p>Learn more &rsaquo;</p> </div> </a> <a class="p-equal-height-row__col" href="/data/kafka" aria-label="Learn more about Kafka"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9 is-highlighted"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_294,h_481/https://assets.ubuntu.com/v1/d30de1f1-kafka-logo-container-vert-fill.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_588,h_962/https://assets.ubuntu.com/v1/d30de1f1-kafka-logo-container-vert-fill.png 2x" alt="" width="294" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <p>Learn more &rsaquo;</p> </div> </a> <a class="p-equal-height-row__col" href="/data/mongodb" aria-label="Learn more about MongoDB"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9 is-highlighted"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_413,h_481/https://assets.ubuntu.com/v1/efdc8292-mongodb-logo-container-vert-fill.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_826,h_962/https://assets.ubuntu.com/v1/efdc8292-mongodb-logo-container-vert-fill.png 2x" alt="" width="413" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <p>Learn more &rsaquo;</p> </div> </a> <a class="p-equal-height-row__col" href="/data/postgresql" aria-label="Learn more about PostgreSQL"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9 is-highlighted"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_432,h_481/https://assets.ubuntu.com/v1/f5605b7e-postgre-sql-container-vert-fill.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_864,h_962/https://assets.ubuntu.com/v1/f5605b7e-postgre-sql-container-vert-fill.png 2x" alt="" width="432" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <p>Learn more &rsaquo;</p> </div> </a> <a class="p-equal-height-row__col" href="/data/valkey" aria-label="Learn more about Valkey"> <div class="p-equal-height-row__item"> <div class="p-image-container--16-9 is-highlighted"> <img src="https://res.cloudinary.com/canonical/image/fetch/f_auto,q_auto,fl_sanitize,w_852,h_481/https://assets.ubuntu.com/v1/a702abe9-valkey.png" srcset="https://res.cloudinary.com/canonical/image/fetch/c_limit,f_auto,q_auto,fl_sanitize,w_1704,h_962/https://assets.ubuntu.com/v1/a702abe9-valkey.png 2x" alt="" width="852" height="481" loading="lazy" class="p-image-container__image" /> </div> </div> <div class="p-equal-height-row__item"> <p>Learn more &rsaquo;</p> </div> </a> </div> </section> <section class="p-section"> <div class="row--50-50"> <hr class="p-rule" /> <div class="col"> <h2>AI resources</h2> </div> <div class="col"> <ul class="p-list--divided u-no-margin--bottom"> <li class="p-list__item"> <h3 class="p-heading--5 u-no-margin--bottom"> <a href="https://ubuntu.com/blog/what-are-large-language-models-llms">What are large language models (LLMs)?</a> </h3> <p> LLMs and generative AI are dominating much of the current AI/ML discourse, and their potential goes far beyond chatbots. Our blog breaks down LLM use cases, challenges and best practices. </p> </li> <li class="p-list__item"> <h3 class="p-heading--5 u-no-margin--bottom"> <a href="https://ubuntu.com/engage/vector-databases-generative-ai">GenAI with vector databases and RAG</a> </h3> <p>Go deeper on GenAI in this webinar explaining how to enhance your model outputs with RAG.</p> </li> <li class="p-list__item"> <h3 class="p-heading--5 u-no-margin--bottom"> <a href="/partners/silicon">Check out how we enable open source in the world's leading silicon</a> </h3> <p>Explore how Canonical partners with silicon vendors to optimize our solutions with certified hardware.</p> </li> <li class="p-list__item"> <h3 class="p-heading--5 u-no-margin--bottom"> <a href="https://ubuntu.com/engage/microk8s-with-charmed-kubeflow-on-nvidia-egx">MicroK8s with Charmed Kubeflow on NVIDIA EGX platform</a> </h3> <p>Download the reference architecture for a detailed guide to infrastructure for machine learning use cases.</p> </li> 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