mlops · GitHub Topics

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js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Product <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"github_copilot","context":"product","tag":"link","label":"github_copilot_link_product_navbar"}" href="https://github.com/features/copilot"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 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0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"security","context":"product","tag":"link","label":"security_link_product_navbar"}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div class="color-fg-default h4">Security</div> Find and fix vulnerabilities </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"actions","context":"product","tag":"link","label":"actions_link_product_navbar"}" href="https://github.com/features/actions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-workflow color-fg-subtle mr-3"> <path d="M1 3a2 2 0 0 1 2-2h6.5a2 2 0 0 1 2 2v6.5a2 2 0 0 1-2 2H7v4.063C7 16.355 7.644 17 8.438 17H12.5v-2.5a2 2 0 0 1 2-2H21a2 2 0 0 1 2 2V21a2 2 0 0 1-2 2h-6.5a2 2 0 0 1-2-2v-2.5H8.437A2.939 2.939 0 0 1 5.5 15.562V11.5H3a2 2 0 0 1-2-2Zm2-.5a.5.5 0 0 0-.5.5v6.5a.5.5 0 0 0 .5.5h6.5a.5.5 0 0 0 .5-.5V3a.5.5 0 0 0-.5-.5ZM14.5 14a.5.5 0 0 0-.5.5V21a.5.5 0 0 0 .5.5H21a.5.5 0 0 0 .5-.5v-6.5a.5.5 0 0 0-.5-.5Z"></path> </svg> <div> <div class="color-fg-default h4">Actions</div> Automate any workflow </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"codespaces","context":"product","tag":"link","label":"codespaces_link_product_navbar"}" href="https://github.com/features/codespaces"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-codespaces color-fg-subtle mr-3"> <path d="M3.5 3.75C3.5 2.784 4.284 2 5.25 2h13.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 18.75 13H5.25a1.75 1.75 0 0 1-1.75-1.75Zm-2 12c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v4a1.75 1.75 0 0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path> </svg> <div> <div class="color-fg-default h4">Codespaces</div> Instant dev environments </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"issues","context":"product","tag":"link","label":"issues_link_product_navbar"}" href="https://github.com/features/issues"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-issue-opened color-fg-subtle mr-3"> <path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path> </svg> <div> <div class="color-fg-default h4">Issues</div> Plan and track work </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"code_review","context":"product","tag":"link","label":"code_review_link_product_navbar"}" href="https://github.com/features/code-review"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-review color-fg-subtle mr-3"> <path d="M10.3 6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"discussions","context":"product","tag":"link","label":"discussions_link_product_navbar"}" href="https://github.com/features/discussions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path> </svg> <div> <div class="color-fg-default h4">Discussions</div> Collaborate outside of code </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"code_search","context":"product","tag":"link","label":"code_search_link_product_navbar"}" href="https://github.com/features/code-search"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-square color-fg-subtle mr-3"> <path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Search</div> Find more, search less </div> </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="product-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"all_features","context":"product","tag":"link","label":"all_features_link_product_navbar"}" href="https://github.com/features"> All features </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative 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data-analytics-event="{"location":"navbar","action":"blog","context":"product","tag":"link","label":"blog_link_product_navbar"}" href="https://github.blog"> Blog <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 pb-lg-3 mb-3 mb-lg-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-company-size-heading">By company size</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-company-size-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"enterprises","context":"solutions","tag":"link","label":"enterprises_link_solutions_navbar"}" href="https://github.com/enterprise"> Enterprises </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"small_and_medium_teams","context":"solutions","tag":"link","label":"small_and_medium_teams_link_solutions_navbar"}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups"> Startups </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"nonprofits","context":"solutions","tag":"link","label":"nonprofits_link_solutions_navbar"}" href="/solutions/industry/nonprofits"> Nonprofits </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-use-case-heading">By use case</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-use-case-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devsecops","context":"solutions","tag":"link","label":"devsecops_link_solutions_navbar"}" href="/solutions/use-case/devsecops"> DevSecOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"solutions","tag":"link","label":"devops_link_solutions_navbar"}" href="/solutions/use-case/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ci_cd","context":"solutions","tag":"link","label":"ci_cd_link_solutions_navbar"}" href="/solutions/use-case/ci-cd"> CI/CD </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_use_cases","context":"solutions","tag":"link","label":"view_all_use_cases_link_solutions_navbar"}" href="/solutions/use-case"> View all use cases </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-industry-heading">By industry</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-industry-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"healthcare","context":"solutions","tag":"link","label":"healthcare_link_solutions_navbar"}" href="/solutions/industry/healthcare"> Healthcare </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"financial_services","context":"solutions","tag":"link","label":"financial_services_link_solutions_navbar"}" href="/solutions/industry/financial-services"> Financial services </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"manufacturing","context":"solutions","tag":"link","label":"manufacturing_link_solutions_navbar"}" href="/solutions/industry/manufacturing"> Manufacturing </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"government","context":"solutions","tag":"link","label":"government_link_solutions_navbar"}" href="/solutions/industry/government"> Government </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_industries","context":"solutions","tag":"link","label":"view_all_industries_link_solutions_navbar"}" href="/solutions/industry"> View all industries </a></li> </ul> </div> </div> <div class="HeaderMenu-trailing-link rounded-bottom-2 flex-shrink-0 mt-lg-4 px-lg-4 py-4 py-lg-3 f5 text-semibold"> <a href="/solutions"> View all solutions <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right HeaderMenu-trailing-link-icon"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul class="list-style-none f5" aria-labelledby="resources-topics-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ai","context":"resources","tag":"link","label":"ai_link_resources_navbar"}" href="/resources/articles/ai"> AI </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"resources","tag":"link","label":"devops_link_resources_navbar"}" href="/resources/articles/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"security","context":"resources","tag":"link","label":"security_link_resources_navbar"}" href="/resources/articles/security"> Security </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"software_development","context":"resources","tag":"link","label":"software_development_link_resources_navbar"}" href="/resources/articles/software-development"> Software Development </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all","context":"resources","tag":"link","label":"view_all_link_resources_navbar"}" href="/resources/articles"> View all </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="resources-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"learning_pathways","context":"resources","tag":"link","label":"learning_pathways_link_resources_navbar"}" href="https://resources.github.com/learn/pathways"> Learning Pathways <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"events_amp_webinars","context":"resources","tag":"link","label":"events_amp_webinars_link_resources_navbar"}" href="https://resources.github.com"> Events & Webinars <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ebooks_amp_whitepapers","context":"resources","tag":"link","label":"ebooks_amp_whitepapers_link_resources_navbar"}" href="https://github.com/resources/whitepapers"> Ebooks & Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"customer_stories","context":"resources","tag":"link","label":"customer_stories_link_resources_navbar"}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"partners","context":"resources","tag":"link","label":"partners_link_resources_navbar"}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"executive_insights","context":"resources","tag":"link","label":"executive_insights_link_resources_navbar"}" href="https://github.com/solutions/executive-insights"> Executive Insights </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"github_sponsors","context":"open_source","tag":"link","label":"github_sponsors_link_open_source_navbar"}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"the_readme_project","context":"open_source","tag":"link","label":"the_readme_project_link_open_source_navbar"}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"topics","context":"open_source","tag":"link","label":"topics_link_open_source_navbar"}" href="https://github.com/topics"> Topics </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"collections","context":"open_source","tag":"link","label":"collections_link_open_source_navbar"}" href="https://github.com/collections"> Collections </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Enterprise <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"enterprise_platform","context":"enterprise","tag":"link","label":"enterprise_platform_link_enterprise_navbar"}" href="/enterprise"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-stack color-fg-subtle mr-3"> <path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path> </svg> <div> <div class="color-fg-default h4">Enterprise platform</div> AI-powered developer platform </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="enterprise-available-add-ons-heading">Available add-ons</span> <ul class="list-style-none f5" aria-labelledby="enterprise-available-add-ons-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex 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class="color-fg-default h4">Advanced Security</div> Enterprise-grade security features </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"copilot_for_business","context":"enterprise","tag":"link","label":"copilot_for_business_link_enterprise_navbar"}" href="/features/copilot/copilot-business"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 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can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header Overlay-header--divided"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="custom-scopes-dialog-title"> Saved searches </h1> <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 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<auto-check src="/search/custom_scopes/check_name" required only-validate-on-blur="false"> <input type="text" name="custom_scope_name" id="custom_scope_name" data-target="custom-scopes.customScopesNameField" class="form-control" autocomplete="off" placeholder="github-ruby" required maxlength="50"> <input type="hidden" data-csrf="true" value="l/wz4chLeZJZgHtPR1sxi9HImWM9DbZ4LbW9K1bB2hofX1850JRmHymc3W28Ypq6T9Tdxw9GI6NuyYg/YSA6Uw==" /> </auto-check> </div> <div class="form-group"> <label for="custom_scope_query">Query</label> <input type="text" name="custom_scope_query" id="custom_scope_query" data-target="custom-scopes.customScopesQueryField" class="form-control" autocomplete="off" placeholder="(repo:mona/a OR repo:mona/b) AND lang:python" required maxlength="500"> </div> <p class="text-small color-fg-muted"> To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>. </p> </form> </div> <div data-target="custom-scopes.manageCustomScopesForm"> <div data-target="custom-scopes.list"></div> </div> </div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search </button> </div> </dialog></dialog-helper> </custom-scopes> </div> </qbsearch-input> <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Ftopics%2Fmlops" class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded rounded-lg-0 px-2 py-1" style="margin-left: 12px;" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="73acd2577e3f871c0f780084e2fb24698c4d928bbc2e1152e60d6b6d66d1cb0f" data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}" > Sign in </a> </div> <a href="/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2Ftopics%2Fmlops&source=header" class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="73acd2577e3f871c0f780084e2fb24698c4d928bbc2e1152e60d6b6d66d1cb0f" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/topics/mlops;ref_cta:Sign up;ref_loc:header logged out"}" > Sign up </a> <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Reseting focus</button> </div> </div> </div> </div> </header> <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 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js-flash-close"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button><tool-tip id="tooltip-7569b91b-e535-4145-9c4b-c084173d450e" for="icon-button-c255ff9a-45fd-4020-84ae-7e72c0e0b7d9" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip> </div> </div> <div id="start-of-content" class="show-on-focus"></div> <div id="js-flash-container" class="flash-container" data-turbo-replace> <template class="js-flash-template"> <div class="flash flash-full {{ className }}"> <div > <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div aria-atomic="true" role="alert" class="js-flash-alert"> <div>{{ message }}</div> </div> </div> </div> </template> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled data-project-hovercards-enabled > <main> <div class="site-subnav color-bg-default site-subnav-sticky js-sticky" > <nav class="container-lg mx-auto p-responsive" role="navigation" aria-label="Explore navigation"> <div class="d-flex flex-wrap flex-items-center flex-justify-center flex-md-justify-start text-center text-md-left"> <a class="js-selected-navigation-item d-inline-block subnav-primary f5 py-0 py-md-3 mt-2 mt-md-0 mr-0 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EXPLORE","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="d2eb746242ebe98a90f596dcc5a3cc63b059656b56c0e06715a047f62376f264" data-selected-links="/explore /explore/email /explore" href="/explore">Explore</a> <a class="js-selected-navigation-item selected d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TOPICS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="3e8b9fe0bbb478d21455ebd36e0a0338451dffaecbbe28331535bf2265809be7" aria-current="page" data-selected-links="topics_path /topics/mlops /topics" href="/topics">Topics</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TRENDING","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="bc98f759469333826c4e0b715b6e4ece47bc2415981bbbc0aa3895f234718606" data-selected-links="/trending /trending/developers /trending/developers /trending /trending" href="/trending">Trending</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"COLLECTIONS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="414d0ff0f2a5822c1dc7b0894be9858e915db979c1c2b9f5787588f730476f87" data-selected-links="collections_path /collections/ /collections" href="/collections">Collections</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EVENTS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c5d46cfa9d92bc6dd365fc4967d09efcd1e0664e7584d95f0d83895c7a64c61e" data-selected-links="events_path /events?id= /events" href="/events">Events</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"GITHUB_SPONSORS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="3362862f86d27201871e9a657b60fd8f1c9e451d8e76257772daad619c1cc325" data-selected-links="sponsors_explore_index_path /sponsors/explore /sponsors/explore" href="/sponsors/explore">GitHub Sponsors</a> </div> </nav> </div> <div> <div class="container-lg p-responsive py-5"> <div class="gutter-md"> <div class="col-lg-9 col-md-8 d-flex flex-items-center mb-3 mb-sm-0"> <div class="d-flex flex-1"> <div class="border color-border-subtle color-bg-accent f4 color-fg-muted text-bold rounded flex-shrink-0 text-center mr-3" style="width: 48px; height: 48; line-height: 48px;" > # </div> <h1 class="h1"> mlops </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="mlops" data-topic-name="mlops">   <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.mlops" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":null,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="aa1796585780bdffd6356b6275650331984554536d16863774e32560bca61ae9" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> </a></div> </topic-feeds-toast-trigger> </div> </div> </div> <div class="topic p-responsive container-lg"> <div class="d-md-flex gutter-md"> <div class="col-md-8 col-lg-9" data-hpc> <h2 class="h3 color-fg-muted"> Here are 2,790 public repositories matching this topic... </h2> <div class="d-sm-flex"> <details class="details-reset details-overlay mt-2 mr-3 select-menu"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Language:</i> <span data-menu-button>All</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Filter by language</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops" aria-checked="true"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> All <span>2,790</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=python" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Python <span>1,157</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=jupyter+notebook" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Jupyter Notebook <span>912</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=html" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> HTML <span>100</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=go" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Go <span>50</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=typescript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> TypeScript <span>49</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=javascript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> JavaScript <span>36</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=shell" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Shell <span>35</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=css" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> CSS <span>26</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=hcl" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> HCL <span>24</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/mlops?l=dockerfile" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Dockerfile <span>20</span> </span> </a> </div> </details-menu> </details> <details class="details-reset details-overlay select-menu mt-2"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Sort:</i> <span data-menu-button >Most stars</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Sort options</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" aria-checked="true" href="/topics/mlops?o=desc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/mlops?o=asc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/mlops?o=desc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/mlops?o=asc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/mlops?o=desc&s=updated"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":136984999,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="9afac9acef2b45594bfbb2ddd62224d154f57ef8e09a1e95c46d8302277ea431" data-turbo="false" href="/vllm-project" data-view-component="true" class="Link">vllm-project</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":599547518,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="0231ee30aa5b4253595baa66909aa105e242d1dd86d1c82c501309ad4e0e6464" data-turbo="false" href="/vllm-project/vllm" data-view-component="true" class="Link text-bold wb-break-word">vllm</a> </h3> </div> <div class="d-flex 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inference and serving engine for LLMs</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12586,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="2fdc7484a824f06d5e7038046c97efc7f0e93691426b01fcf9383710db1cc991" title="Topic: amd" href="/topics/amd" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">amd</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17625,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="b49d0b176987be4f8d551d9e8029e4e272a57e3f302471325b3c1d0a4e27c405" title="Topic: cuda" href="/topics/cuda" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cuda</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21466,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="4cca43ff694ce0ce1190a9991111c50bccb70032f4dc9708694cd968eb07a8cc" title="Topic: inference" href="/topics/inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inference</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="04f2a412cec4cf564e8a5abb4b458d55e6c94c567245cac9ec373815a8235d3b" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":35047,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="4c31b4b5c40b73cf9a21a456a61c704079b9f1f68e26256695c0bf9a146e3af5" title="Topic: transformer" href="/topics/transformer" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformer</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84428,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="d4cf73867176de98366f71143e228672c17184003fe4e5725b5ae6210ea3f9fa" title="Topic: llama" href="/topics/llama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":110667,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="4714dd7bf5549032b04e328d1a96945abf49186579842f71a79dcc625e222464" title="Topic: gpt" href="/topics/gpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":371735,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="75b55457326015738f52b788535964f46f1a5b19d745fffd86d24574e4198790" title="Topic: rocm" href="/topics/rocm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rocm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":451494,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="91c2610a7345791c61fc09d3bbc7aa3557281ff309d28b9de1e3b9fdaed90bfb" title="Topic: model-serving" href="/topics/model-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-serving</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":547083,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="819f73b9e7e3ad5542d341cbb7044c3d10a4e8499aaaa4595161d09b763d8f76" title="Topic: tpu" href="/topics/tpu" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tpu</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":572422,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="3a16540f048fb8dfd091c30cad35ccebe618610f908fbf671c5ec19140f4447b" title="Topic: hpu" href="/topics/hpu" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hpu</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755464,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e381ef8c6a7e4d4788ef719378c7bd3f36e36da4d1e322290d00781ec6fc7049" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a 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class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-19T13:33:41Z" class="no-wrap">Mar 19, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_IMAGE","actor_id":null,"record_id":33884891,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="d9bb5d4c5af8adf8ff7f339199bfdb854b35b8f6e572ce95f60b156499bce0b7" data-turbo="false" style="max-height:275px" href="/apache/airflow" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":443496,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="2feff7b47285b296883a30f464724ddc7cfa02a2625db79649c7689d1fee11f3" title="Topic: apache-airflow" href="/topics/apache-airflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">apache-airflow</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755464,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e381ef8c6a7e4d4788ef719378c7bd3f36e36da4d1e322290d00781ec6fc7049" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1020091,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="f2d44c607d3c4789c7c9fe4abef11a4ab8a4609b62947749bd6c4ebef7a4ce0c" title="Topic: workflow-orchestration" href="/topics/workflow-orchestration" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">workflow-orchestration</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1433406,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="6f2e1a03b14bb2b33042165e3e96bc36a1419f5f8f6f9bef629d93dd279a3e1d" title="Topic: data-orchestrator" href="/topics/data-orchestrator" data-view-component="true" class="topic-tag 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data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":132895,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="d2d98942be856443e49c8cb5be36c6685927b328c532a2275587524b49182e5b" title="Topic: ray" href="/topics/ray" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ray</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":327096,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="bf01a13bd4e13850c2b6fb5f228a3cfb7df831cb4091a8659fec4ec7acf5477e" title="Topic: data-quality" href="/topics/data-quality" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9627,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="cacc9ed9b13e607cc18a1f65898fe1850fc9851f7accc3af88b67e139fd85852" title="Topic: neural-network" href="/topics/neural-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neural-network</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34731,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="5a84a197527ac3ec9e76aa08d5d5e3f390f7c0f753d7a9409ed7be3b7a387faa" title="Topic: nearest-neighbor-search" href="/topics/nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 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topic-tag-link Link f6 mb-2">recommender-system</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":223228,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c36ccf037db9656061cad74a1f5ef9942389cfae7768f8eb123a36355606d261" title="Topic: search-engines" href="/topics/search-engines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403447,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="3bc344fdb66f5adf248e25b55f07b8cbbcca8a89b6c997beae57561b7603dbdd" title="Topic: similarity-search" href="/topics/similarity-search" 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class="topic-tag topic-tag-link Link f6 mb-2">hnsw</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":928141,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="7a630c8d3140bc07cf2b1f93fc16ee9bf20340997df35f89d3b888cbe868ef92" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="7cb4747f818d307735b687e1280cc3b84f5a7f8c058b11b2048068fa57f86a24" title="Topic: vector-database" href="/topics/vector-database" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":20981,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c355a46cd19e6179485186ec382993d4f10f80eccab8621dae16d2571b823c7c" title="Topic: grpc" href="/topics/grpc" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">grpc</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22692,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="7330f280b19a4e49384600dab7ac336f019effca4f7d4fb648ad4e5dce76db04" title="Topic: prometheus" href="/topics/prometheus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prometheus</a> <a 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mb-2">llmops</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-19T14:41:09Z" class="no-wrap">Mar 19, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_IMAGE","actor_id":null,"record_id":192640529,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="6cb3c2427e81bf3e8db64a3fb0cbf96f027f816a5d290032bd52c3e897cad380" data-turbo="false" style="max-height:275px" href="/HumanSignal/label-studio" data-view-component="true" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="782faaeb82f8b65679db4906ea9c0a0f17c6aecbd9eae5289796d01bbe457d56" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9352,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="ad61c0e36fd7a5ac3d64732a5d47c19efc93f384d88eb56e9931e058a57f98fa" title="Topic: image-annotation" href="/topics/image-annotation" data-view-component="true" class="topic-tag topic-tag-link Link f6 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60892,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="d2cc2a83080c87e37f74cfeade59a015cd5bc8eb5fef0d5660a7c842a5e47992" title="Topic: image-classification" href="/topics/image-classification" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-classification</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":93055,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="cff754aece3f0af253f818c508fe12d0c0713f0376c92457ac4b50642f48dc51" title="Topic: labeling" href="/topics/labeling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">labeling</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":119062,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="a46e518e18768b97c7ccadc5b7cda9771515910bdbd4886f1644b338914f2705" title="Topic: datasets" href="/topics/datasets" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">datasets</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":223032,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e0beb9f261520fc796942da3d61d0d87caa84b044e2cd57b7970f37bd675b932" title="Topic: semantic-segmentation" href="/topics/semantic-segmentation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-segmentation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":295175,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="93cba84cf808ffa4752efd6beb54e1341009e859f10e0f2881343e6f5d401632" title="Topic: annotation-tool" href="/topics/annotation-tool" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">annotation-tool</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":317123,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="3cf9f505944fae54d4c4e4917a5965d8d20f1d9cd8d382b57c7258bf3f60b497" title="Topic: text-annotation" href="/topics/text-annotation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-annotation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":441632,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="4c042ccc72a81055607b400908dce58b31f92af2575b487d7a8dde37b5b91ea4" title="Topic: boundingbox" href="/topics/boundingbox" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">boundingbox</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":464246,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="26d7500995b5d23e2cef8a0c452d3679ba41fcd955fb797b465459b79f1f9aab" title="Topic: image-labeling" href="/topics/image-labeling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-labeling</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":466848,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="94f6097f9106bf66eb8b2796e29f4c265f59a8d89e2a116be0e8ed0fe167c1eb" title="Topic: labeling-tool" href="/topics/labeling-tool" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">labeling-tool</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755464,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e381ef8c6a7e4d4788ef719378c7bd3f36e36da4d1e322290d00781ec6fc7049" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":809642,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c80fb7fdebe80aa4959e523b7ccf8277bdfee09b33873c05950b741ab45a0da4" title="Topic: image-labelling-tool" href="/topics/image-labelling-tool" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-labelling-tool</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":983435,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="531f45b26f7fa86ad1bbbca3b5f58bafa50ff8516b8774388beb04333083fd5a" title="Topic: data-labeling" href="/topics/data-labeling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-labeling</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1069879,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="8cc708d6f641c67b05e633082999e188c47d8068104d08b7c7ee1216495236b2" title="Topic: label-studio" href="/topics/label-studio" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">label-studio</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-19T14:42:51Z" class="no-wrap">Mar 19, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f1e05a"></span> <span itemprop="programmingLanguage">JavaScript</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a 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data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">awesome-list</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":401312,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="0b62038ee4e61369172385f19f751a56ac2b659e444f62fb9c6999d1db4f6c08" title="Topic: interpretability" href="/topics/interpretability" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">interpretability</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":525946,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="77f86373d6a521ad0b6b71422f3beea6f7fcd488356ce9c699dea2abd8c487c5" title="Topic: privacy-preserving" href="/topics/privacy-preserving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">privacy-preserving</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":655541,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="b84ac43c7f4077f95117241733bfbd5d8be4af87accd317445675db0b0e67577" title="Topic: production-machine-learning" href="/topics/production-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">production-machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755464,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e381ef8c6a7e4d4788ef719378c7bd3f36e36da4d1e322290d00781ec6fc7049" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":787958,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="43ef8cfda3d4ffed9ece8529048e7edd55ccabd3d86666155ae05c02c934012b" title="Topic: privacy-preserving-machine-learning" href="/topics/privacy-preserving-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">privacy-preserving-machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":900432,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="2cb3a4dae46f15130f47c892044bdc7a905e49959063cbcc65bdca0ef561b6f6" title="Topic: explainability" href="/topics/explainability" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">explainability</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":978108,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="51f46b759e7ea45f0d10fd23e5ffa6deb07c48f3220f15108d9c3dc3d8ad1e8d" title="Topic: responsible-ai" href="/topics/responsible-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">responsible-ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":978110,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="8c4ce7768cefef3a8e1c7240f9934457cfeaedb53bbc28317b9ef20623be36f4" title="Topic: machine-learning-operations" href="/topics/machine-learning-operations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning-operations</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":978111,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="6ba094facff51003fa35ede2ef0f7133fe21a980be5abc850d4cb60f3cc4c108" title="Topic: ml-ops" href="/topics/ml-ops" data-view-component="true" 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</nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Turns Data and AI algorithms into production-ready web applications in no time.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="40416cd36f26f6943666f4d598423926277b362097e22c38906ca2a2b86f6059" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":860,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="ceec10d8ff7d2d77bf9d77a58f7214325321426f34820393ef96820f9a7ef965" title="Topic: workflow" href="/topics/workflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">workflow</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2308,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="484db2eb03f85d09a55945b45838297e9da16ece55d18c72f6fae980f2e720b8" title="Topic: automation" href="/topics/automation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9684,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c9f90252b891b7d643edd855379178f9223df9f8a03d7ad3e73526e7714dc0fd" title="Topic: pipeline" href="/topics/pipeline" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pipeline</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13726,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="32b9748c88e7f49fd1aa09db61d7f9070b1aa8710b9dc07797baa7f93fe4508f" title="Topic: job-scheduler" href="/topics/job-scheduler" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">job-scheduler</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21325,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="32ee12eedac39bfbaa09a43ebe79644c847828a7378b05c92ba31f905e7a19ef" title="Topic: pipelines" href="/topics/pipelines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pipelines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22808,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="2836a11f24fd00a5ec7cbdf408daf93bb7f85fc377a87cab8471286bd37083c2" title="Topic: data-visualization" href="/topics/data-visualization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-visualization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23237,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="d5d76f71f0a8d723cc93297f4ab5975555c07d31e3257a568cf800cf8b0106dd" title="Topic: orchestration" href="/topics/orchestration" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">orchestration</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27947,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="1fb24b8023c8deca5b20d94adb51862d9c035a30d4e2a9fefdcc32196840968e" title="Topic: datascience" href="/topics/datascience" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">datascience</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34677,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="ad650d300a27a41a44bef87f55df913e7da6a0ac691eecf57daeae076c3c6614" title="Topic: data-engineering" href="/topics/data-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45326,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="455eac41c270c06bfb1504c0b0bd6e880b1534a1c3b680249a383b1513fa36d0" title="Topic: developer-tools" href="/topics/developer-tools" data-view-component="true" 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href="/topics/taipy-core" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">taipy-core</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1895639,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="da87526c9d5f70eb3dd664dc971edd61fcf27ba4b31f41af4bce3304e9c08162" title="Topic: taipy-gui" href="/topics/taipy-gui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">taipy-gui</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-19T12:24:31Z" class="no-wrap">Mar 19, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":290,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="f18333d37fefcac459f4ce6c229dfe3502c96f0325de74c82c7d27ba6450d180" title="Topic: kubernetes" href="/topics/kubernetes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kubernetes</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":860,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="ceec10d8ff7d2d77bf9d77a58f7214325321426f34820393ef96820f9a7ef965" title="Topic: workflow" href="/topics/workflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">workflow</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c487f1758ecaa96ecdc03ea622f6c4ab024e8d5552d058f951ebbd0013cb1315" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2248,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="b62e405854165ad0e7fb38e4579f811de22317a401ef0aa888d30dc302252e88" title="Topic: airflow" href="/topics/airflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">airflow</a> <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21325,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="32ee12eedac39bfbaa09a43ebe79644c847828a7378b05c92ba31f905e7a19ef" title="Topic: pipelines" href="/topics/pipelines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pipelines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34677,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="ad650d300a27a41a44bef87f55df913e7da6a0ac691eecf57daeae076c3c6614" title="Topic: data-engineering" href="/topics/data-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":61429,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="9c21f6357b4468fc359dcf1d3a2b3eeabfdb9aed45fb50939a256a0ef26476a9" title="Topic: argo" href="/topics/argo" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">argo</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":72836,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="43597b505ea91c097bd0d8f7916c24decf8d0dafc90b2401e8ca8e83f8f2482f" title="Topic: k8s" href="/topics/k8s" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">k8s</a> <a 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class="topic-tag topic-tag-link Link f6 mb-2">llm</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-09T05:27:37Z" class="no-wrap">Mar 9, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 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version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A curated list of references for MLOps </p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":741,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="06355247e5e0d33b7caa7f86286a61758591ca61352a147c19f287e73cf07dd0" title="Topic: engineering" href="/topics/engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":890,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="2607c96e772bae7cfeb2bc7f5be124556d497d1740b891e6a802a7e60a4286b0" title="Topic: devops" href="/topics/devops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">devops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2129,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="5fef1e4e1fd714e1b0da8fa831f226bc5396c357444ef5800f16fa5113598f1f" title="Topic: data-science" href="/topics/data-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-science</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c487f1758ecaa96ecdc03ea622f6c4ab024e8d5552d058f951ebbd0013cb1315" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9116,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e702b63df8d358ae8ca6ef8f4602e8b7c0d08a5260079e887a86dc8ddc5af3d9" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21229,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="38f752c001a0a1096b249ef08118f7d821b3f460b9a37b06410dd55bbe6eac97" title="Topic: ml" href="/topics/ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ml</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":65528,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="adebe068c0fc53f29222e066076201403e30e468f5e06e592b961723eab4f559" title="Topic: software-engineering" href="/topics/software-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">software-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":619448,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="0f1c738ecf9ed20f9e2414a544a1521f3800c5397d6346cb93a7091ed2f24427" title="Topic: federated-learning" href="/topics/federated-learning" data-view-component="true" class="topic-tag 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data-hydro-click-hmac="8ed18a8b2485ca4c2a396905d5c7ec12d15a5adcec1ab8816c1402ee8a5c0c8f" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":446,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="0f900c67cd03112e436a6bc59fef65858cf4df34cde63a660cab608520faa364" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2171,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="f5fd7de35e6c807658db431eb0b9cd593c693f61aaafa694a89f4731500e1cfb" title="Topic: information-retrieval" href="/topics/information-retrieval" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">information-retrieval</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":20981,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c355a46cd19e6179485186ec382993d4f10f80eccab8621dae16d2571b823c7c" title="Topic: grpc" href="/topics/grpc" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">grpc</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34731,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="5a84a197527ac3ec9e76aa08d5d5e3f390f7c0f753d7a9409ed7be3b7a387faa" title="Topic: nearest-neighbor-search" href="/topics/nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nearest-neighbor-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45407,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="b861f44bad725b352859eae9cdda68e01a3ef6a51b3c26e2d0c98ed45747b20f" title="Topic: semantic-search-engine" href="/topics/semantic-search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73990,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="9fe975d2cd9d0d781de008b350582aace60fa12cf29b686b6a21d5b508176d07" title="Topic: image-search" href="/topics/image-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83777,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="59535b2b8f7ea6618a27560eb52b676389043c7ee0dab74d5c43cfb8e44e0d3e" title="Topic: recommender-system" href="/topics/recommender-system" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">recommender-system</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":110257,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="36a90f5a2557f6024cd5aa3c9d284a422b24cad6c58164b065e88915ddb1d367" title="Topic: vectors" href="/topics/vectors" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vectors</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":178033,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="46f7dd1a336e78d50dbb26393de054266e13461ae4ef0e2fbf421c4368e1fb83" title="Topic: approximate-nearest-neighbor-search" href="/topics/approximate-nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">approximate-nearest-neighbor-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="8492fe3b7236912e4abe65ea12f797ed77ea5eee9e28bfdbf3edf2b2f8ebbbd2" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403447,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="3bc344fdb66f5adf248e25b55f07b8cbbcca8a89b6c997beae57561b7603dbdd" title="Topic: similarity-search" href="/topics/similarity-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">similarity-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755464,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e381ef8c6a7e4d4788ef719378c7bd3f36e36da4d1e322290d00781ec6fc7049" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":767070,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e683e60db1bcb14244d777cd89dd9c25ea3b259dcded9d5a3c7c39a3db98a445" title="Topic: hnsw" href="/topics/hnsw" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hnsw</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":876774,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="86c297292823d5af2eb462a328e45ba81fb8fab2912f5ccd9a113d424f2b17fa" title="Topic: weaviate" href="/topics/weaviate" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">weaviate</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":928141,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="7a630c8d3140bc07cf2b1f93fc16ee9bf20340997df35f89d3b888cbe868ef92" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="7cb4747f818d307735b687e1280cc3b84f5a7f8c058b11b2048068fa57f86a24" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1137036,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="988442e39513f050c8617aacf0ca4e8a02126ed221d7c54fb75ad26e7f2a4b81" title="Topic: neural-search" href="/topics/neural-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neural-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1212218,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="da1c98b24904a0add9e2377b01d4536e47080d13d9d0697fbf85971527667b22" title="Topic: vector-search-engine" href="/topics/vector-search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1428264,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="b5cc2bdac8d5321781f5264a6c03b9e9d42fc1f181ec60cc3da9b966c97536c9" title="Topic: hybrid-search" href="/topics/hybrid-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hybrid-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1867238,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="772acf7144f6fae45be6e331a661e0a8abf2de44fe9b752005e0e264b30d7136" title="Topic: generative-search" href="/topics/generative-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">generative-search</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-19T14:38:06Z" class="no-wrap">Mar 19, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #00ADD8"></span> <span itemprop="programmingLanguage">Go</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 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</nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >An orchestration platform for the development, production, and observation of data assets.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="40416cd36f26f6943666f4d598423926277b362097e22c38906ca2a2b86f6059" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a 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mb-2">data-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73099,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="0394868a31b353a9066ac1f4b4ee00b325ae1b3c7ede59933a6ad1789baa54d8" title="Topic: data-integration" href="/topics/data-integration" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-integration</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":172507,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="44ca6dfb8fdcbbe2945b0efd6dfc9ffeeff4a2c946e9101b1c495b96dc0ad3e6" title="Topic: data-pipelines" href="/topics/data-pipelines" data-view-component="true" class="topic-tag 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class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1026193,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="3a98720c756f5983d01de70f75e1f71c64a68eafef489b8d7dab445f7c065671" title="Topic: dagster" href="/topics/dagster" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dagster</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1433406,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="6f2e1a03b14bb2b33042165e3e96bc36a1419f5f8f6f9bef629d93dd279a3e1d" title="Topic: data-orchestrator" href="/topics/data-orchestrator" data-view-component="true" 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</nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84428,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="d4cf73867176de98366f71143e228672c17184003fe4e5725b5ae6210ea3f9fa" title="Topic: llama" href="/topics/llama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":360171,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="db572a89a282cd5bd14fda5172c7f0681b3d1097391fae99bdee386ae5a20c84" title="Topic: mistral" href="/topics/mistral" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mistral</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":510934,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c1442d8e39c674ef24dc9f6217fd87289c9761cd08ebc2a062fdfe3f77129bcf" title="Topic: fine-tuning" href="/topics/fine-tuning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fine-tuning</a> <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3064037,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="b09ef7b96cef9bc84d0088b538fae7763310d7d8fc7866f839474758102bed2e" title="Topic: llama3-2-vision" href="/topics/llama3-2-vision" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama3-2-vision</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-18T05:09:35Z" class="no-wrap">Mar 18, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle 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1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Always know what to expect from your data.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2129,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="5fef1e4e1fd714e1b0da8fa831f226bc5396c357444ef5800f16fa5113598f1f" title="Topic: data-science" href="/topics/data-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-science</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9684,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c9f90252b891b7d643edd855379178f9223df9f8a03d7ad3e73526e7714dc0fd" title="Topic: pipeline" href="/topics/pipeline" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pipeline</a> <a 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</nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="40416cd36f26f6943666f4d598423926277b362097e22c38906ca2a2b86f6059" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/mlops","user_id":null}}" 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Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2129,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="5fef1e4e1fd714e1b0da8fa831f226bc5396c357444ef5800f16fa5113598f1f" title="Topic: data-science" href="/topics/data-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-science</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="c487f1758ecaa96ecdc03ea622f6c4ab024e8d5552d058f951ebbd0013cb1315" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9047,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="2d3a28258e77ff302ca0dd6e2884c42e4ee8cf8cf188507a98c9fa21dcfe44af" title="Topic: reinforcement-learning" href="/topics/reinforcement-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">reinforcement-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9116,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e702b63df8d358ae8ca6ef8f4602e8b7c0d08a5260079e887a86dc8ddc5af3d9" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="782faaeb82f8b65679db4906ea9c0a0f17c6aecbd9eae5289796d01bbe457d56" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12734,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="be044dfde063ddefe38f5d345526f7a15864b9125c9486235084e81d2be9b54a" title="Topic: tensorflow" href="/topics/tensorflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorflow</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17705,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="93f6a2362163fc4b0d45bd1602cebc4026b5f1f87c6684732ad8a5cb36b2ad46" title="Topic: keras" href="/topics/keras" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">keras</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21690,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="aa6004f18f2dd14bd671c744cdfb91b2319928908fd06b458ed6a8114d6c94b6" title="Topic: collaboration" href="/topics/collaboration" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">collaboration</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="04f2a412cec4cf564e8a5abb4b458d55e6c94c567245cac9ec373815a8235d3b" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45265,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="853dcf0c846166b58950ad5b676fbb81fe541b0467e1f8abc25fd6953b940a47" title="Topic: hyperparameter-optimization" href="/topics/hyperparameter-optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hyperparameter-optimization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":128540,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="82c21a9ec90ba301b3c9172cba43e4906b6a83374c2ac01d289327207f0147cd" title="Topic: reproducibility" href="/topics/reproducibility" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">reproducibility</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":218577,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e566d685b243c5d7311072bc852f9729ced4519dc45b6aaa1f2e93373fcf98a7" title="Topic: hyperparameter-tuning" href="/topics/hyperparameter-tuning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hyperparameter-tuning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":377656,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="f71cb8c0d4ea5d066936b9c8bfdf19e1813d2e219391aaa651dcc244c6c63976" title="Topic: data-versioning" href="/topics/data-versioning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-versioning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":474677,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="5eeea7cc6f251d39db3af7aed90b24cdc256e47975657eda78ddd77a80ed4b35" title="Topic: hyperparameter-search" href="/topics/hyperparameter-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hyperparameter-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":524945,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="30df6dcdfa82d993b067b660d544f72b785657a1b01a42fde1349f5b42e3ec29" title="Topic: model-versioning" href="/topics/model-versioning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-versioning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":664745,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="689de4898dc0df2b69920af2865ec92a95d90432014232f631b378038501fea4" title="Topic: jax" href="/topics/jax" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">jax</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755464,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e381ef8c6a7e4d4788ef719378c7bd3f36e36da4d1e322290d00781ec6fc7049" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1021119,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="9d540cbabd0e1b42aa829ac53c21c4d642014df87a9a17ec2d68e1b61aec8f08" title="Topic: experiment-track" href="/topics/experiment-track" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">experiment-track</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1052479,"originating_url":"https://github.com/topics/mlops","user_id":null}}" data-hydro-click-hmac="e248c4ee2418c44eea7d1ed0a0bec54aeee077a6fad4ab4203f7ca5bc380efc2" title="Topic: ml-platform" href="/topics/ml-platform" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ml-platform</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-19T04:28:14Z" class="no-wrap">Mar 19, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> </option></form><form class="ajax-pagination-form js-ajax-pagination" data-turbo="false" action="https://github.com/topics/mlops" accept-charset="UTF-8" method="get"> <input name="page" type="hidden" value="2"> <button type="submit" class="ajax-pagination-btn btn color-border-default f6 mt-0 width-full" data-disable-with="Loading more…" > Load more… </button> </form> </div> <div class="col-md-4 col-lg-3"> <div class="mb-6"> <h2 class="h4 mb-2"> Improve this page </h2> <p class="color-fg-muted"> Add a description, image, and links to the <span class="text-bold">mlops</span> topic page so that developers can more easily learn about it. </p> <p> <a href="https://github.com/github/explore/tree/master/CONTRIBUTING.md?source=add-description-mlops" data-ga-click="Explore, add description, text:add description" > Curate this topic <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right ml-1"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </p> </div> <div class="mb-6"> <h2 class="h4 mb-2"> Add this topic to your repo </h2> <p class="color-fg-muted"> To associate your repository with the <span 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