Charmed Kubeflow documentation | Documentation

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>System architecture</a> <ul class="p-side-navigation__list "> </ul> </li> <li class="p-side-navigation__item"> <a class="p-side-navigation__link is-expandable" href="/docs/security" aria-expanded="false" >Security</a> <button class="p-side-navigation__expand" aria-expanded="false" aria-label=" show submenu for Security "></button> <ul class="p-side-navigation__list "> <li class="p-side-navigation__item"> <a class="p-side-navigation__link " href="/docs/authentication" >Authentication</a> <ul class="p-side-navigation__list "> </ul> </li> <li class="p-side-navigation__item"> <a class="p-side-navigation__link " href="/docs/authorisation" >Authorisation</a> <ul class="p-side-navigation__list "> </ul> </li> <li class="p-side-navigation__item"> <a class="p-side-navigation__link " href="/docs/cryptography" >Cryptography</a> <ul class="p-side-navigation__list "> </ul> </li> </ul> </li> <li class="p-side-navigation__item"> <a class="p-side-navigation__link " href="/docs/charmed-vs-upstream" >Charmed vs. upstream</a> <ul class="p-side-navigation__list "> </ul> </li> <li class="p-side-navigation__item"> <a class="p-side-navigation__link " href="/docs/mlops-tools" >MLOps tools</a> <ul class="p-side-navigation__list "> </ul> </li> </ul> </li> </ul> </div> </nav> </div> </div> <div class="l-docs__title"> <div class="u-fixed-width"> <h1>Charmed Kubeflow documentation</h1> </div> </div> <div class="l-docs__meta"> <div class="l-docs__sticky-container"> <aside class="p-table-of-contents"> <div class="p-table-of-contents__section"> <h4 class="p-table-of-contents__header">On this page</h4> <nav class="p-table-of-contents__nav" aria-label="Table of contents"> <ul class="p-table-of-contents__list"> <li class="p-table-of-contents__item"> <a class="p-table-of-contents__link" href="#p-10061-in-this-documentation">In this documentation</a> </li> <li class="p-table-of-contents__item"> <a class="p-table-of-contents__link" href="#p-10061-project-and-community">Project and community</a> </li> </ul> </nav> </div> </aside> </div> </div>  <div class="l-docs__main u-fixed-width"> <main id="main-content"> <p>Charmed Kubeflow (CKF) is an open-source, end-to-end, production-ready <a href="https://ubuntu.com/blog/what-is-mlops">MLOps</a> platform on top of cloud-native technologies.</p> <p>It translates Machine Learning (ML) steps into complete workflows, including training, tuning, and shipping of ML models. It enables automation of workflows, increases quality of models, and simplifies deployment of ML workloads into production in a reliable way.</p> <p>CKF meets the need of building ML applications in a structured and consistent manner while contributing to higher productivity and better collaboration within teams.</p> <p>It is intended for data scientists and ML engineers, providing an advanced toolkit to organise and scale their work.</p> <hr/> <h2><a class="anchor" href="#p-10061-in-this-documentation" name="p-10061-in-this-documentation"></a>In this documentation</h2> <div class="md-table"> <table> <thead> <tr> <th></th> <th></th> </tr> </thead> <tbody> <tr> <td><a href="/docs/tutorial">Tutorial</a><br/> Get started - a hands-on introduction to CKF for newcomers <br/></td> <td><a href="/docs/how-to">How-to guides</a> <br/> Step-by-step guides covering key operations and common tasks with CKF</td> </tr> <tr> <td><a href="/docs/explanation">Explanation</a> <br/> Discussion and clarification of key topics</td> <td><a href="/docs/reference">Reference</a> <br/> Technical information, including specifications, APIs, settings and configuration</td> </tr> </tbody> </table> </div><h2><a class="anchor" href="#p-10061-project-and-community" name="p-10061-project-and-community"></a>Project and community</h2> <p>Charmed Kubeflow is a member of the Ubuntu family. It鈥檚 an open-source project that welcomes community contributions, suggestions, fixes and constructive feedback.</p> <ul> <li><a href="https://ubuntu.com/community/code-of-conduct">Read our Code of conduct</a>.</li> <li><a href="https://github.com/canonical/bundle-kubeflow">Contribute and report bugs</a>.</li> <li><a href="https://charmed-kubeflow.io/docs/contributing-docs" rel="noopener nofollow ugc">Contribute to this documentation</a>.</li> <li><a href="https://discourse.charmhub.io/tag/kubeflow">Join the Discourse forum</a>.</li> <li><a href="https://matrix.to/#/#charmhub-mlops-kubeflow:ubuntu.com" rel="noopener nofollow ugc">Talk to us on Matrix</a>.</li> <li><a href="https://github.com/canonical/kubeflow-examples">Try out some projects</a>.</li> </ul> <hr class="p-rule" /> <p> <i>Last updated 2 months ago.</i> </p> <div class="p-notification--information"> <p class="p-notification__content"> <a href="https://discourse.charmhub.io/t/charmed-kubeflow-documentation/3749">Help improve this document in the forum</a>. </p> </div> </main> </div> <script src="/static/js/prism.js?v=2856ef2"></script> <script src="/static/js/side-navigation.js?v=d9a766e"></script> <div class="l-docs__footer"> <div class="p-strip--light footer l-docs__subgrid"> <div class="l-docs__main"> <footer class="footer"> <div class="row"> <div class="col-12"> <p>Copyright © 2025 CC-BY-SA, Canonical Ltd</p> <nav> <ul class="p-inline-list--middot"> <li class="p-inline-list__item"> <a aria-label="External link to the Ubuntu legal information page" href="http://www.ubuntu.com/legal">Legal information</a> </li> <li class="p-inline-list__item"> <a class="js-revoke-cookie-manager" href="">Manage your tracker settings</a> </li> <li class="p-inline-list__item"> <a aria-label="External link to report a bug on this site" href="https://github.com/canonical-web-and-design/charmed-kubeflow.io/issues/new"> Report a bug on this site </a> </li> </ul> <span class="u-off-screen"> <a href="#">Go to the top of the page</a> </span> </nav> </div> </div> </footer> </div> </div> </div> <div class="u-hide" id="contact-form-container" data-form-location="/includes/contact-us" data-form-id="1337" data-lp-id="2313" data-return-url="http://charmed-kubeflow.io/thank-you" data-lp-url=""></div> <script src="/static/js/dynamic-contact-form.js?v=d1bb651"></script> </div> <script src="/static/js/prism.js?v=2856ef2"></script> </body> </html>

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