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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 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;security&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;security_link_product_navbar&quot;}" 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 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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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;codespaces&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;codespaces_link_product_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;issues&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;issues_link_product_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;code_review&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;code_review_link_product_navbar&quot;}" 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 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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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;code_search&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;code_search_link_product_navbar&quot;}" 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 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</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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;enterprises&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;startups&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;nonprofits&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devsecops&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devops&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ci_cd&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ci_cd_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;healthcare&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;financial_services&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;manufacturing&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;government&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all_industries&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ai&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devops&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;security&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;software_development&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;learning_pathways&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;learning_pathways_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;events_amp_webinars&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;events_amp_webinars_link_resources_navbar&quot;}" href="https://resources.github.com"> Events &amp; 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ebooks_amp_whitepapers&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ebooks_amp_whitepapers_link_resources_navbar&quot;}" href="https://github.com/resources/whitepapers"> Ebooks &amp; Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;customer_stories&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;customer_stories_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;partners&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;partners_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;executive_insights&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;executive_insights_link_resources_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;github_sponsors&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;github_sponsors_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;the_readme_project&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;the_readme_project_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;topics&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;topics_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;trending&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;trending_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;collections&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;collections_link_open_source_navbar&quot;}" 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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;enterprise_platform&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;enterprise_platform_link_enterprise_navbar&quot;}" 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 flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;advanced_security&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;advanced_security_link_enterprise_navbar&quot;}" href="https://github.com/enterprise/advanced-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">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="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;copilot_for_business&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;copilot_for_business_link_enterprise_navbar&quot;}" 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 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 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 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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">Premium Support</div> Enterprise-grade 24/7 support </div> </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"> <a class="HeaderMenu-link no-underline 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height: 48; line-height: 48px;" > # </div> <h1 class="h1"> lightgbm </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="lightgbm" data-topic-name="lightgbm"> <!--Add Discover button--> <!--End Add Discover button--> <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.lightgbm" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d7fc47b0b4732952fde0ecf66d004a630c234bdbb4246da791966e1656e43152" 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" 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<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/lightgbm" 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>885</span> </span> </a> <a class="select-menu-item" role="menuitemradio" 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href="https://github.com/topics/lightgbm?l=java" 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> Java <span>7</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/lightgbm?l=c%23" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:64991887,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a65482d426e4258818f06e2c5565aed126ff697b6fc13eb29e972d36dcfc8d98" data-turbo="false" style="max-height:275px" href="/microsoft/LightGBM" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/64991887/dc855780-e34b-11ea-9ab8-e08ca33288b0" alt="LightGBM" class="d-block width-full" ></a> <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 data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:6154722,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ff00e14c7db4a5cc26361f68350f5d207f9352daa70dcaded6b221698f200fb6" data-turbo="false" href="/microsoft" data-view-component="true" class="Link">microsoft</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:64991887,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4a48ca5ba0432c2cbefef6bd52732e255ee74372b09a4bdce1e5cb94f0fbc208" data-turbo="false" href="/microsoft/LightGBM" data-view-component="true" class="Link text-bold wb-break-word">LightGBM</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmicrosoft%2FLightGBM" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:64991887,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0ed1625a6003b603e715bedf9711ef7ec8a1212c851cf11c6709fc29e42efd69" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn color-bg-default"> <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> <span id="repo-stars-counter-star" aria-label="17065 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="17,065" data-view-component="true" class="Counter js-social-count">17.1k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-64991887" aria-current="true" href="/microsoft/LightGBM" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;CODE_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:64991887,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="337dcd748c3d76c49d8d41ba4c0a42c9cdec8e3f81a66d1674c20ae030fe82ac" 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-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-64991887" href="/microsoft/LightGBM/issues" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_ISSUES&quot;,&quot;click_visual_representation&quot;:&quot;ISSUES_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:64991887,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6eaafcedb5225df0d8911045816555d092d95ba370f989023bf8f0d7abe5d333" 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-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-64991887" href="/microsoft/LightGBM/pulls" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_PULL_REQUESTS&quot;,&quot;click_visual_representation&quot;:&quot;PULL_REQUESTS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:64991887,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5148e558e010cfbe71b3cf5870178982e27ef74b8a52eb1c1eef21de56b68335" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:374686,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="84a050fc4c79384783ce0afc52285e1784625ed5a2b150fbe6409be98c5f457b" title="Topic: gradient-boosting" href="/topics/gradient-boosting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradient-boosting</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="2025-03-23T20:07:12Z" class="no-wrap">Mar 23, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f34b7d"></span> <span 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0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-93381875" href="/microsoft/SynapseML/pulls" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_PULL_REQUESTS&quot;,&quot;click_visual_representation&quot;:&quot;PULL_REQUESTS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:93381875,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4337975f7170c3c77ee32fc0e1b4b87ebe16678d22811d5e6cdcade000f7a5c6" 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" >Simple and Distributed Machine Learning</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:473,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f5e46b698a02120a3fbe9f9ad731a43fdb8b3d7844e518f0980a3142d3ff87e3" title="Topic: http" href="/topics/http" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">http</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:584,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b7d2632ea51fe8104f8a7b3dbd0af7a7bb12d40b78716f1a8a4ff2ef69ab7391" title="Topic: opencv" href="/topics/opencv" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">opencv</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2129,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c5f62c476ec991fe23e13b7a347d1e8e57738d1de170b0ae02cd7e2308d93ff0" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7621,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="578b02531ddd0d93c0899a9e6d87567dbe52a02bd2e24292fe5487babf6d59f4" title="Topic: scala" href="/topics/scala" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scala</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9009,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3b159fafa67959f0cb49b6e2e8882a64c3a8461b2cbcc62502dfd4f928f9b1a5" title="Topic: big-data" href="/topics/big-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">big-data</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8d48e93856d630bf1f25f89e5095608c1f6d2c0b504ad13e9913af2fb2e49be7" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9120,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="27779a5b46a86350d43d65d15f2c11b2ae4f54f208f8bff7ffa627e1331d5774" title="Topic: spark" href="/topics/spark" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">spark</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9151,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="be5fe79febd2da6a8b7600289cfda1f2bc3129e1558eb02c1ac6ad7ff8037660" title="Topic: apache-spark" href="/topics/apache-spark" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">apache-spark</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6b98d8b7d86640fff25b807245e74b9ad5ba45c3c6a5cd7626a4f974288ffb45" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12641,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8ed66c50eb1b3c888898ac0f634ef0c5b4026e61feb6d55a4c71deb73c2055d1" title="Topic: azure" href="/topics/azure" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">azure</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21229,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="29ae9619ce72ddd7770745e492cdcb48557c57aca26b3d53e17503002bbd88d0" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:28172,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3a7a9d5ed5cd1333334ac5c93b2d64f509e7ef33a6390960214a005d6d0b06c2" title="Topic: pyspark" href="/topics/pyspark" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pyspark</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:165250,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="dc8d00c22695ebba0b60b516dafb0e8435ba01df705a7799ccfb92f47a109e1b" title="Topic: cognitive-services" href="/topics/cognitive-services" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cognitive-services</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:188965,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cf9d0b6ad17d5a68dbaff033b3c61c147ffb7893feb3620307071ef6c94662fd" title="Topic: databricks" href="/topics/databricks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">databricks</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:214967,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2399dca1e001e3063b3f67650e1c97046b8cb32988863dced465593620bacbea" title="Topic: synapse" href="/topics/synapse" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">synapse</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:451492,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f4e32d02745b4a48920db1cdd8173696eb3853a7d0e4fa6a0508c28c975593ee" title="Topic: model-deployment" href="/topics/model-deployment" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-deployment</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:588010,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5f9fbc2cd491574402f868276ffa5b1b0f8065162b17e96948913ef2b280fe03" title="Topic: onnx" href="/topics/onnx" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">onnx</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="2025-03-24T18:02:12Z" class="no-wrap">Mar 24, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #c22d40"></span> <span itemprop="programmingLanguage">Scala</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:156218203,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="703b126e04b63221469c880a15f07f9002b16467ad4895a09ad7a2dc0b4619f7" data-turbo="false" style="max-height:275px" href="/mljar/mljar-supervised" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/156218203/deddfc00-4f50-11eb-92c4-4ca4e80c97c6" alt="mljar-supervised" 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2129,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c5f62c476ec991fe23e13b7a347d1e8e57738d1de170b0ae02cd7e2308d93ff0" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12339,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a0b999dc646651588e50964c7def205ce00e9f42ccdac1488a1a4e9e737eea8b" title="Topic: random-forest" href="/topics/random-forest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">random-forest</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13856,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7cf017ec6670d641ee2d80805108e3f6b2d2439185713bdf5ab32e380490c01f" title="Topic: scikit-learn" href="/topics/scikit-learn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scikit-learn</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45265,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="61a1bc38715985822d1946c7c04d8f6e8e0f9da3c0f4c8f7188d655628557934" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:68961,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f8fb02a2992fcdca8420ed83726d2aa20a86e12b9433014b79dfe0c652712df4" title="Topic: ensemble" href="/topics/ensemble" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ensemble</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:128300,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="90a9cb86f529d57b3d30f56529e05d834c440c000f0d1ac53a0c9513a7280c52" title="Topic: feature-engineering" href="/topics/feature-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">feature-engineering</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:192995,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="77caeb218b5feb5bd74b6b6f30a5470bfa4f438052d01f1b99e9068306298873" title="Topic: decision-tree" href="/topics/decision-tree" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">decision-tree</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:232268,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fcbacb7f30bb9e215d5a6a7e6898664b58f0ff61dac8b24f3a0d574cfd850fb2" title="Topic: hyper-parameters" href="/topics/hyper-parameters" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hyper-parameters</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:338438,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b765bd43cdee8474435d0d412cb8c25f1f0382264f2cffe1eb0b5522312d56a1" title="Topic: automl" href="/topics/automl" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automl</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:399395,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d678b3e6c53966e6ecf5ccc2974c0ac5e3e4a3ef714dcfe3fa106bca21429df3" title="Topic: automated-machine-learning" href="/topics/automated-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automated-machine-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:543374,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a353f292d6128d4cb66e3a454e4062123adb652d11c25afdcc2a8dbf91759d36" title="Topic: catboost" href="/topics/catboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">catboost</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1268039,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0b00028f8be84a9da390c3c9c7a0e214233f61196491943b4e91d19a26db2a35" title="Topic: automl-python" href="/topics/automl-python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automl-python</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="2025-03-25T14:12:04Z" class="no-wrap">Mar 25, 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:40,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a115a6b239b78c3844aaca388b8042479cf531e99ada686dfa5e7895e392fea6" title="Topic: javascript" href="/topics/javascript" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">javascript</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a6cb9a32e980f3bbab13428e3e93f60777835b14a14d2ec9aeccafa31668de22" title="Topic: ruby" href="/topics/ruby" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ruby</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:107,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5ed87c2f6951f4754942a4d116df1677238a50ce13e914cce0dbcd88ade2686f" title="Topic: c" href="/topics/c" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">c</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:300,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9e27f879b028e61bfb33222fad281b61d6b5e6250986eb3bf22abc71e2df2d59" title="Topic: rust" href="/topics/rust" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rust</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:397,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8a79b95daafcdf3fa91ae167b193d3182fceb28021fc87de314ce117ad9826ca" title="Topic: php" href="/topics/php" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">php</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7525,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="12633b0af35197bba28ac9b0e9d10e7464599fb6a565f9b6d634ed97b90fb9dd" title="Topic: r" href="/topics/r" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">r</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:270015,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a93cd16a7c6d59fa72bed69dba8805b050aae2556f5a2ef0280b52930121457e" title="Topic: dartlang" href="/topics/dartlang" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dartlang</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="2024-08-03T17:30:36Z" class="no-wrap">Aug 3, 2024</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 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-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:167,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bbcb3c5ff8ee9ae48cbb3cc5fc4fc5b4a67703de7d3c909d96cd8d9db0fdc51c" title="Topic: nlp" href="/topics/nlp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nlp</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2129,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c5f62c476ec991fe23e13b7a347d1e8e57738d1de170b0ae02cd7e2308d93ff0" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13856,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7cf017ec6670d641ee2d80805108e3f6b2d2439185713bdf5ab32e380490c01f" title="Topic: scikit-learn" href="/topics/scikit-learn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scikit-learn</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:72951,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0510a6a3afd6538c18fe41e4ddd6c95c060d53160dd4477799091890f3415d10" title="Topic: inspection" href="/topics/inspection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inspection</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:153976,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bb19f20c7ba588dae9ccaa16351932b98752a164e9796614f6ca7f41708a8cbb" title="Topic: explanation" href="/topics/explanation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">explanation</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:219173,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="847efff66388f76cce9c19d827206a3e0630b2dd54e7d16d3c45f2121472715b" title="Topic: crfsuite" href="/topics/crfsuite" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">crfsuite</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="2022-05-01T15:53:37Z" class="no-wrap">May 1, 2022</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #DA5B0B"></span> <span itemprop="programmingLanguage">Jupyter Notebook</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 data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:6154722,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ff00e14c7db4a5cc26361f68350f5d207f9352daa70dcaded6b221698f200fb6" data-turbo="false" href="/microsoft" data-view-component="true" class="Link">microsoft</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45765537,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8ce8ac44f0d2185b0736c137891db860f12c4b36a60d46505824b12b0cc7eb2d" data-turbo="false" href="/microsoft/DMTK" data-view-component="true" class="Link text-bold wb-break-word">DMTK</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmicrosoft%2FDMTK" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star 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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> <span id="repo-stars-counter-star" aria-label="2749 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="2,749" data-view-component="true" class="Counter js-social-count">2.7k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-45765537" aria-current="true" href="/microsoft/DMTK" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;CODE_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45765537,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3e91e110e314369c9d13890f6112c258d34f67f2e47a139b9689d4d5596d6e6d" 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-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 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1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-45765537" href="/microsoft/DMTK/pulls" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_PULL_REQUESTS&quot;,&quot;click_visual_representation&quot;:&quot;PULL_REQUESTS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45765537,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b6eec55e7ad6c8a26b51c05f4fc9c4e456348d0c45811d7448245c9f0a291aa5" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:83,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c87f2865df8a813bd4774c5e3a559e6aef4b0a610d4f0918c828c3f6568a8339" title="Topic: microsoft" href="/topics/microsoft" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">microsoft</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:458275,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3349c4992be042a6ae33fbbeb635ef91c3aa2b6097525f4c2a40541dde046a9c" title="Topic: multiverso" href="/topics/multiverso" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multiverso</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:541466,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fadbd571d29612c74ce7cc55543178c59a881c8b92e14886bda7c3aab27255c0" title="Topic: dmtk" href="/topics/dmtk" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dmtk</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="2018-09-12T21:14:58Z" class="no-wrap">Sep 12, 2018</relative-time> </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 data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:43056710,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b0666ee21b86d049835317e81bcae154515c13577453ad3757f18c23fe7f3172" data-turbo="false" href="/mars-project" data-view-component="true" class="Link">mars-project</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:160543708,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7ce13533a3771e5707309a7321bdd366e51ccfaecf19e07e04f57f905d13d5e0" data-turbo="false" href="/mars-project/mars" data-view-component="true" class="Link text-bold wb-break-word">mars</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmars-project%2Fmars" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_DISCUSSIONS&quot;,&quot;click_visual_representation&quot;:&quot;DISCUSSIONS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:160543708,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="872f97eb627cc75d983c501fa683063eae930b2b75118c3fa4454a16c371e389" 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-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12734,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b48c347cbc3b4d5a86b8e709d0d179d49d2056083528511695ddbaf8732977aa" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13250,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c1a1196d1bbf25810529c58936cee8f7fdcb94c29ee4de3c4d7c3114c2cea72c" title="Topic: numpy" href="/topics/numpy" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">numpy</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13856,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7cf017ec6670d641ee2d80805108e3f6b2d2439185713bdf5ab32e380490c01f" title="Topic: scikit-learn" href="/topics/scikit-learn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scikit-learn</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23301,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3219e8f2cecec0a5b1750d9ad5c8e5b4b2e6e474f15f66baf8500ef364d0e8bf" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:99388,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="577940f1b38bab4a9a1070d2fdbd970ad3eefc8593654f97bccf19024253f442" title="Topic: tensor" href="/topics/tensor" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensor</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:119700,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1ac1e0cc161a9e23ae29a158503c93b8882f1c80eff231938bbcea6e3d491163" title="Topic: dask" href="/topics/dask" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dask</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:132895,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="60796ab7335d0908b97d5fb2d1ff935e77618b8a85837a966a3a3ee33e151ea9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:150481,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d1e77e410982c47e54f71a5bad10b9ff16808359a5f8f7fb797c9cf68e1683ef" title="Topic: dataframe" href="/topics/dataframe" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dataframe</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:224401,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="522189d3e9febc081e9c04d77f4c4b341d82986b19dd84693d222e5e4e84f4bf" title="Topic: statsmodels" href="/topics/statsmodels" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">statsmodels</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:733948,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="46d8908c5121cb9cef4cb72a2efaa6d3c51f8aa536ee6d062508022683e94d12" title="Topic: joblib" href="/topics/joblib" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">joblib</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="2024-01-02T10:00:14Z" class="no-wrap">Jan 2, 2024</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> 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:370,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8dda52cf703acd8c426f6f7fd27c3b2f8d895b1cb44fa58c5053641ce638f2b7" title="Topic: classifier" href="/topics/classifier" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classifier</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12339,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a0b999dc646651588e50964c7def205ce00e9f42ccdac1488a1a4e9e737eea8b" title="Topic: random-forest" href="/topics/random-forest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">random-forest</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21139,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a6c22d832a3d3a39b1f4ee22d8c7cb99e1aa8269ffed977afa2ba585952359ce" title="Topic: statistical-learning" href="/topics/statistical-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">statistical-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:65603,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="399c03b3dbee75449a6bffef722f2204001aedd90379393ab6a3666d6fcb6847" title="Topic: gradient-boosting-machine" href="/topics/gradient-boosting-machine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradient-boosting-machine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:68964,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f98500430ef20f8338857616cb1612ebb9f202a5cc91f77a5e0fd2a03a669fcd" title="Topic: ensemble-learning" href="/topics/ensemble-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ensemble-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:95832,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cd7a990d5d6b7052df11b20066519b8b938697fadd7e602c748540ea25f25379" title="Topic: cart" href="/topics/cart" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cart</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:192995,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="77caeb218b5feb5bd74b6b6f30a5470bfa4f438052d01f1b99e9068306298873" title="Topic: decision-tree" href="/topics/decision-tree" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">decision-tree</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:199066,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7a0bc6ea452cc790331ca57ca0e1e3bd7f852864706fb9bbd8ccea4d76db3f5f" title="Topic: tree-ensemble" href="/topics/tree-ensemble" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tree-ensemble</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:226531,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="45b2edd38e76cf3fb43dcf53f51a0e8a2062081e3d134a3638f05605c497bf2e" title="Topic: decision-tree-classifier" href="/topics/decision-tree-classifier" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">decision-tree-classifier</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:374686,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="84a050fc4c79384783ce0afc52285e1784625ed5a2b150fbe6409be98c5f457b" title="Topic: gradient-boosting" href="/topics/gradient-boosting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradient-boosting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:409904,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9ac699783a01cee861c458750e56fb53f1178401871f1d9935551b60b36c57bd" title="Topic: classification-trees" href="/topics/classification-trees" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classification-trees</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:415179,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4cf5240628d00a0d46bacdcd29a74ff5e4efba2de5dd557ff367e6dc30a40879" title="Topic: decision-tree-learning" href="/topics/decision-tree-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">decision-tree-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:476053,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="105fde02ce8c1bcfc439d8b81e43392ccf5cdf1e82df5fb5b8170795db5c2e66" title="Topic: decision-tree-model" href="/topics/decision-tree-model" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">decision-tree-model</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:530988,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8d70e5774fd2d73c4be00d966d1319c39bb468387ebfbbe0c32fa7eb31779aa9" title="Topic: classification-model" href="/topics/classification-model" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classification-model</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:543374,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a353f292d6128d4cb66e3a454e4062123adb652d11c25afdcc2a8dbf91759d36" title="Topic: catboost" href="/topics/catboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">catboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:885707,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2dfac48011994480640dc7808635683910ea57441b2cb893965afb4d721a4851" title="Topic: regression-tree" href="/topics/regression-tree" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">regression-tree</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1012365,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="584f942211e63dc83d093823ebc35c540fc3ae520d15392ca764e6194eb0b66f" title="Topic: machine-learning-research" href="/topics/machine-learning-research" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning-research</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="2024-03-16T21:14:33Z" class="no-wrap">Mar 16, 2024</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 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-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2129,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c5f62c476ec991fe23e13b7a347d1e8e57738d1de170b0ae02cd7e2308d93ff0" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6b98d8b7d86640fff25b807245e74b9ad5ba45c3c6a5cd7626a4f974288ffb45" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13856,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7cf017ec6670d641ee2d80805108e3f6b2d2439185713bdf5ab32e380490c01f" title="Topic: scikit-learn" href="/topics/scikit-learn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scikit-learn</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17705,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9d8b702d7d9ec4dd8109b379d5c4d7f02ef3a95b4b62d3e4340e5bb620639b30" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:24132,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3b5b42cf8205cc9bf01cfb4ef0d9b03cc79f7f032a9c1d5535ee57f042a22c02" title="Topic: artificial-intelligence" href="/topics/artificial-intelligence" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artificial-intelligence</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45265,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="61a1bc38715985822d1946c7c04d8f6e8e0f9da3c0f4c8f7188d655628557934" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:74752,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="961c124f0bd5a2866c05457972551903161d7b411ee5cd3caf9fbcaf35f79c88" title="Topic: machine-learning-library" href="/topics/machine-learning-library" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning-library</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84905,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3705c5b624e0b287722f427c24ae40b3222a711f76f1ff47baf0ee4d84b82bc1" title="Topic: deeplearning" href="/topics/deeplearning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deeplearning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:111114,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b8310865b00aa796e5b5f9d3c45d41cc73a57e1b2e153742fd43b0b8f887ca9b" title="Topic: production-ready" href="/topics/production-ready" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">production-ready</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:128300,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="90a9cb86f529d57b3d30f56529e05d834c440c000f0d1ac53a0c9513a7280c52" title="Topic: feature-engineering" href="/topics/feature-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">feature-engineering</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:224151,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cb33de656f50edc68558fc09cdb6fb18c6cded6a3dc715e2d9efa92d12d01467" title="Topic: machine-learning-pipelines" href="/topics/machine-learning-pipelines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning-pipelines</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:338438,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b765bd43cdee8474435d0d412cb8c25f1f0382264f2cffe1eb0b5522312d56a1" title="Topic: automl" href="/topics/automl" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automl</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:374686,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="84a050fc4c79384783ce0afc52285e1784625ed5a2b150fbe6409be98c5f457b" title="Topic: gradient-boosting" href="/topics/gradient-boosting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradient-boosting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:399395,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d678b3e6c53966e6ecf5ccc2974c0ac5e3e4a3ef714dcfe3fa106bca21429df3" title="Topic: automated-machine-learning" href="/topics/automated-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automated-machine-learning</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="2021-02-10T07:52:35Z" class="no-wrap">Feb 10, 2021</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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:93080181,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="75bd7f2d4c78c12f5fc587ecac5c96f9902b736702702c3e6af57ff076c119dd" data-turbo="false" style="max-height:275px" href="/AxeldeRomblay/MLBox" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/93080181/1e296b00-9766-11e9-80ad-35a68a783a68" alt="MLBox" class="d-block width-full" ></a> <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 data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12816066,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2d25bae6f55957870027739785f07d0d72f8fb3eaca34034462ab9739546fe13" data-turbo="false" href="/AxeldeRomblay" data-view-component="true" class="Link">AxeldeRomblay</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:93080181,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a9ade83459963254330a87f349e4a18586973e94da8ec65e3e929196a7c5647" data-turbo="false" href="/AxeldeRomblay/MLBox" data-view-component="true" class="Link text-bold wb-break-word">MLBox</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FAxeldeRomblay%2FMLBox" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:673,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d9b7ff05100684d49aefe2f3193fbff788264a34c9d92cd02db181faa84fb48d" title="Topic: encoding" href="/topics/encoding" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">encoding</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17705,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9d8b702d7d9ec4dd8109b379d5c4d7f02ef3a95b4b62d3e4340e5bb620639b30" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21346,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d5512dfb91bac55cadbef2a633cfbfe09e8ca6c59cda0a27e62461248615f640" title="Topic: regression" href="/topics/regression" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">regression</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:22189,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b7becd98a75d5ea797b4df69e560ac3af67a075527721bb4721d929d036f3d4c" title="Topic: prediction" href="/topics/prediction" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prediction</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23535,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="92f7bcb2626bdd8318cea4e88e3628c66e2324e4f3730411087ace0a0a155e7f" title="Topic: distributed" href="/topics/distributed" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">distributed</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23929,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a004b653f71aeda4cd2dab8c892c22db3e2100ec5596a508275d23866fc2786d" title="Topic: kaggle" href="/topics/kaggle" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kaggle</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45597,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="90173cb33318ae093f6c2ef8b5809c9ec31f83143fc47adcb62aa8840e248757" title="Topic: classification" href="/topics/classification" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classification</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:123893,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ac7edf0515cdefe219eaaf3f4e9b364513931eabd4855aed3d71ee36bfc8beef" title="Topic: preprocessing" href="/topics/preprocessing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">preprocessing</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:127274,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b20bcf87999243101d954c4dc8f4889d7d61eef47335a011c2d9759ab6f51f77" title="Topic: drift" href="/topics/drift" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">drift</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:399395,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d678b3e6c53966e6ecf5ccc2974c0ac5e3e4a3ef714dcfe3fa106bca21429df3" title="Topic: automated-machine-learning" href="/topics/automated-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automated-machine-learning</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2129,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c5f62c476ec991fe23e13b7a347d1e8e57738d1de170b0ae02cd7e2308d93ff0" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9377,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e2f6525126c93dd6085064ce837f0133a269e8a454bc2ea331cd4f821ddd9f42" title="Topic: time-series" href="/topics/time-series" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">time-series</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13856,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7cf017ec6670d641ee2d80805108e3f6b2d2439185713bdf5ab32e380490c01f" title="Topic: scikit-learn" href="/topics/scikit-learn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scikit-learn</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45229,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7b17aa7d834857d247b0a8efb602f52da361d5570548c96eac9cebb59f378afb" title="Topic: forecasting" href="/topics/forecasting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">forecasting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:133318,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b7bcd86f7fda8f3ae955f2755f9964954354154fe019171f44d1a9d7a809e549" title="Topic: arima" href="/topics/arima" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">arima</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:316835,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4315850c09f1da73c0b0e169ee19ca5995c5c619330bb5abc26559783fa8ddef" title="Topic: lstm-neural-networks" href="/topics/lstm-neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lstm-neural-networks</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:442165,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ec00a17c3cfeed50b9a646c76e9c9544915138c755b69d66286e8e32610c3f78" title="Topic: sarimax" href="/topics/sarimax" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sarimax</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:744042,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="529378c7be422e6d449c62b659787f8378f5fd5fc31fb16c1ee87691cd6f73d5" title="Topic: probabilistic-forecasting" href="/topics/probabilistic-forecasting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">probabilistic-forecasting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:999912,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="40e0ded91ad1983619affb30dce5cd0c42b004a8f53c6884122f302875983b39" title="Topic: direct-forecasting" href="/topics/direct-forecasting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">direct-forecasting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1463569,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="867f359ff41c522e949e413f1da9a4d0c21a73eb97cca857f2e1295463145814" title="Topic: exogenous-predictors" href="/topics/exogenous-predictors" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">exogenous-predictors</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1770171,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="638706d4b71f98ef656576a773564c5ce0a4c5e1d3cbeebd0dad146210cb4384" title="Topic: multi-series-forecasting" href="/topics/multi-series-forecasting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multi-series-forecasting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1770172,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e6704a36f4ddd8f5b1e60a71f3f34a8a2ae42bcc2eb005f56a9a1432c410a80f" title="Topic: multi-step-forecasting" href="/topics/multi-step-forecasting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multi-step-forecasting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1770173,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="dacef63466abaa1dd4dac693f408824a87610c2489d70d68e9f5ff97539d395e" title="Topic: backtesting-forecasters" href="/topics/backtesting-forecasters" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">backtesting-forecasters</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1790244,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="db15173716ba8118725f4f8470b6164ec3c6e5673fdffaf2117b27fc18bf30e5" title="Topic: quantile-forecasting" href="/topics/quantile-forecasting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">quantile-forecasting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1823674,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="55381ce93f32ea1a144a94e5aff109d34b13cc0029225117416639aad7a90e38" title="Topic: multiple-time-series-forecasting" href="/topics/multiple-time-series-forecasting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multiple-time-series-forecasting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2613784,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="04c4fe33f6b30b48eefe8f5ce925919eaa0689cad91d089ce27a91c6706f5b2d" title="Topic: autoregressive-forecasting" href="/topics/autoregressive-forecasting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">autoregressive-forecasting</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="2025-03-25T15:13:30Z" class="no-wrap">Mar 25, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:22389,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7035de5da3f895145c8b8a25d2dae47c9ba0a4857c0d7a0ab02c8f6cee88d539" title="Topic: pandas" href="/topics/pandas" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pandas</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</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="2025-02-13T01:17:53Z" class="no-wrap">Feb 13, 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2129,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c5f62c476ec991fe23e13b7a347d1e8e57738d1de170b0ae02cd7e2308d93ff0" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9009,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3b159fafa67959f0cb49b6e2e8882a64c3a8461b2cbcc62502dfd4f928f9b1a5" title="Topic: big-data" href="/topics/big-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">big-data</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8d48e93856d630bf1f25f89e5095608c1f6d2c0b504ad13e9913af2fb2e49be7" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12734,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b48c347cbc3b4d5a86b8e709d0d179d49d2056083528511695ddbaf8732977aa" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23301,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3219e8f2cecec0a5b1750d9ad5c8e5b4b2e6e474f15f66baf8500ef364d0e8bf" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:24132,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3b5b42cf8205cc9bf01cfb4ef0d9b03cc79f7f032a9c1d5535ee57f042a22c02" title="Topic: artificial-intelligence" href="/topics/artificial-intelligence" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artificial-intelligence</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:44067,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2bcc9c314fbc6957abe6eb35ae62f917069c0831b1e5f37050647b986d823fab" title="Topic: model-selection" href="/topics/model-selection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-selection</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:75136,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7d4e14ed6ea11b12f7b285ebe978f680433a4068c0ecc31e1d706227c8240126" title="Topic: resnet" href="/topics/resnet" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">resnet</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84905,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3705c5b624e0b287722f427c24ae40b3222a711f76f1ff47baf0ee4d84b82bc1" title="Topic: deeplearning" href="/topics/deeplearning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deeplearning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:128300,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="90a9cb86f529d57b3d30f56529e05d834c440c000f0d1ac53a0c9513a7280c52" title="Topic: feature-engineering" href="/topics/feature-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">feature-engineering</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:187965,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3efdc40cb3c7ec3fb028c3cca25545ba5b07ddc61c25661c6a83313070b0935f" title="Topic: nas" href="/topics/nas" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nas</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:317250,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bf36d31177bbd63e0063dda42f54523a350a2b9ff2998ac39446f4267f943a58" title="Topic: multi-label" href="/topics/multi-label" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multi-label</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:338438,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b765bd43cdee8474435d0d412cb8c25f1f0382264f2cffe1eb0b5522312d56a1" title="Topic: automl" href="/topics/automl" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automl</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:399395,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d678b3e6c53966e6ecf5ccc2974c0ac5e3e4a3ef714dcfe3fa106bca21429df3" title="Topic: automated-machine-learning" href="/topics/automated-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">automated-machine-learning</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:848113,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b998080e49ba419c7526aca455cd431f3db2d50634f4dabd43439117368c5fac" title="Topic: autodl" href="/topics/autodl" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">autodl</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1043825,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="88e08de4acd8af3a7e19bf13fcf76fd6a5abecbe6cf953623f9b5be5515d6d10" title="Topic: autodl-challenge" href="/topics/autodl-challenge" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">autodl-challenge</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1241705,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="340adadb0e46275ff123a3f1d569ae3a2d9c9c8f51f12e8124a207e98d040b5d" title="Topic: full-automl" href="/topics/full-automl" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">full-automl</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="2022-09-23T22:40:53Z" class="no-wrap">Sep 23, 2022</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 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 data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:3318397,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b0f629c9edc92ae0e46e2fab6e046c970730782861f452ac3ee359357e0b1eba" data-turbo="false" href="/ryfeus" data-view-component="true" class="Link">ryfeus</a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:71386735,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="924aef9eedfbfc564dc95cd07620ba596a1cd819eafecdbaf6fd89d69c495247" data-turbo="false" href="/ryfeus/lambda-packs" data-view-component="true" class="Link text-bold wb-break-word">lambda-packs</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fryfeus%2Flambda-packs" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;CODE_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:71386735,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5684c87dad87e287b7d50afffed097e655fcb8f7fa06cf62487a67108a4c2d69" 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-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:584,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b7d2632ea51fe8104f8a7b3dbd0af7a7bb12d40b78716f1a8a4ff2ef69ab7391" title="Topic: opencv" href="/topics/opencv" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">opencv</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:621,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="55f7c2b3eaca3f011e9d1772eeecaaab79c67ec757ce0d3c71d6436c866b69c6" title="Topic: aws" href="/topics/aws" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">aws</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9412,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5ce58b07e3117c048ca70537f3d61bd97304a5277f8f2844da0a27de732479d4" title="Topic: aws-lambda" href="/topics/aws-lambda" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">aws-lambda</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9643,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d218061ad2dd8f604004a946372dab9a343a65e8e5e926e5a7804a61c56cd490" title="Topic: serverless" href="/topics/serverless" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">serverless</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12381,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="23210dd88df31932516a4c153e9757e8a3dcae0ee4affb34a53025c5cc72a8d1" title="Topic: phantomjs" href="/topics/phantomjs" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">phantomjs</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12734,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b48c347cbc3b4d5a86b8e709d0d179d49d2056083528511695ddbaf8732977aa" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13250,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c1a1196d1bbf25810529c58936cee8f7fdcb94c29ee4de3c4d7c3114c2cea72c" title="Topic: numpy" href="/topics/numpy" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">numpy</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13859,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="df622ae4bfd42da9f52a41d5fa2af0176fc222e1ac07a8f0279502f733717604" title="Topic: sklearn" href="/topics/sklearn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sklearn</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17705,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9d8b702d7d9ec4dd8109b379d5c4d7f02ef3a95b4b62d3e4340e5bb620639b30" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:20528,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1000970d755e0c12bf738813ac1f2c38d2fd4fb03fce6ff2d1189defa1496062" title="Topic: selenium" href="/topics/selenium" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">selenium</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21692,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="22a722c941ce85d94c87125a21b1b119c6075b11e30ff8c0c75da90e252a2e32" title="Topic: tesseract" href="/topics/tesseract" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tesseract</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:370,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8dda52cf703acd8c426f6f7fd27c3b2f8d895b1cb44fa58c5053641ce638f2b7" title="Topic: classifier" href="/topics/classifier" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classifier</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:65603,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="399c03b3dbee75449a6bffef722f2204001aedd90379393ab6a3666d6fcb6847" title="Topic: gradient-boosting-machine" href="/topics/gradient-boosting-machine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradient-boosting-machine</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:105930,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcf566341a5fe1d2ba9adf3914f2a26ebcb5c439aa175ae4c041e1a02f1a8438" title="Topic: adaboost" href="/topics/adaboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">adaboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:192995,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="77caeb218b5feb5bd74b6b6f30a5470bfa4f438052d01f1b99e9068306298873" title="Topic: decision-tree" href="/topics/decision-tree" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">decision-tree</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:238683,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="21ceb98133a3fa72d1484721cb43fadb99eab37d0d8e106dbe6d617b10a273e8" title="Topic: gradient-boosting-classifier" href="/topics/gradient-boosting-classifier" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradient-boosting-classifier</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:373780,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b270e181da709812ae91c25c920bb0e806a06258cdbeb52362549c93ca744501" title="Topic: classification-algorithm" href="/topics/classification-algorithm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classification-algorithm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:374686,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="84a050fc4c79384783ce0afc52285e1784625ed5a2b150fbe6409be98c5f457b" title="Topic: gradient-boosting" href="/topics/gradient-boosting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradient-boosting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:382172,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c0632f5382acf312c9bf9c8e430c78d996e214267d4ffa0573cbc9abcb0f54f0" title="Topic: boosting" href="/topics/boosting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">boosting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:409904,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9ac699783a01cee861c458750e56fb53f1178401871f1d9935551b60b36c57bd" title="Topic: classification-trees" href="/topics/classification-trees" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classification-trees</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:463897,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9bb02db668f6a225d76d7166da3235146f5f99d2b09dd9806ae8a6b76a47d17f" title="Topic: xgboost-algorithm" href="/topics/xgboost-algorithm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost-algorithm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:543374,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a353f292d6128d4cb66e3a454e4062123adb652d11c25afdcc2a8dbf91759d36" title="Topic: catboost" href="/topics/catboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">catboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:703328,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d6a43a510ee3820d8c6d0be33f7da8be4b24f63cda84c27fc9ea3ddd2ef01e47" title="Topic: gradient-boosted-trees" href="/topics/gradient-boosted-trees" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradient-boosted-trees</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:816052,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f8f712ecd515646cc1fb2e7212cd5350e60ea10a4805c7542a0d9c4ff2d1e2ff" title="Topic: classification-tree" href="/topics/classification-tree" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classification-tree</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:884436,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1b4ecb60a28ec1bee31a73d20b1db0f3b39b9af0650187462e2f24675c09c61b" title="Topic: gradient-boosting-decision-trees" href="/topics/gradient-boosting-decision-trees" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradient-boosting-decision-trees</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="2024-03-16T21:14:55Z" class="no-wrap">Mar 16, 2024</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 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-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1283293,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8ac199b17cc4b0c9fab367940841683e056ab00e3e8d98014b6a45dbbfc1479a" title="Topic: kfserving" href="/topics/kfserving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kfserving</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="2025-03-24T05:54:33Z" class="no-wrap">Mar 24, 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8d48e93856d630bf1f25f89e5095608c1f6d2c0b504ad13e9913af2fb2e49be7" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9627,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="494424b2fba323e2efb285add71e28615d96218d5315a66c57d285e389cea0f7" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13859,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="df622ae4bfd42da9f52a41d5fa2af0176fc222e1ac07a8f0279502f733717604" title="Topic: sklearn" href="/topics/sklearn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sklearn</a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21229,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="29ae9619ce72ddd7770745e492cdcb48557c57aca26b3d53e17503002bbd88d0" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:24132,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3b5b42cf8205cc9bf01cfb4ef0d9b03cc79f7f032a9c1d5535ee57f042a22c02" title="Topic: artificial-intelligence" href="/topics/artificial-intelligence" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artificial-intelligence</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45265,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="61a1bc38715985822d1946c7c04d8f6e8e0f9da3c0f4c8f7188d655628557934" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:60354,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7b32357d63c7ba103c0bbf5ec2e73abf8fb3bf681c8fe046a4520fabe39e16e6" title="Topic: experimentation" href="/topics/experimentation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">experimentation</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:128300,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="90a9cb86f529d57b3d30f56529e05d834c440c000f0d1ac53a0c9513a7280c52" title="Topic: feature-engineering" href="/topics/feature-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">feature-engineering</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:218577,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9b4e6db5e96be29991f476a27fd2c9935a65e80c606a5907029ee14b79bd518a" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:543374,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a353f292d6128d4cb66e3a454e4062123adb652d11c25afdcc2a8dbf91759d36" title="Topic: catboost" href="/topics/catboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">catboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:706877,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cd8fa2bcbb29456baed67db72370129d81e895ed6678177b985ef47c41e2f4f7" title="Topic: rgf" href="/topics/rgf" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rgf</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="2021-01-20T03:52:41Z" class="no-wrap">Jan 20, 2021</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> 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bcd8c100fa3d819f24ba80e649dd476fa0d357ade6e3c43d35255b3bef7c2e0f" 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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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4f3bf5856f6eeae504fb883bd4d80724382346b617a8cb9b012e2049764f44f9" 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9779,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f90222a47aae8efc1196c36388465ab323f4ecd8c2343cec5a74821271ed261c" title="Topic: etl" href="/topics/etl" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">etl</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13856,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7cf017ec6670d641ee2d80805108e3f6b2d2439185713bdf5ab32e380490c01f" title="Topic: scikit-learn" href="/topics/scikit-learn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scikit-learn</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:22389,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7035de5da3f895145c8b8a25d2dae47c9ba0a4857c0d7a0ab02c8f6cee88d539" title="Topic: pandas" href="/topics/pandas" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pandas</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61115,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4e9d4031e2f59ca7921036d44496e0dce35a1351a1287f14e7fa0465d24e1769" title="Topic: data-analysis" href="/topics/data-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-analysis</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:150481,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d1e77e410982c47e54f71a5bad10b9ff16808359a5f8f7fb797c9cf68e1683ef" title="Topic: dataframe" href="/topics/dataframe" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dataframe</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:171652,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ebd412a252042fb49bb94e381b1c3998e02f6bc75dc4620b16a4e4355c2d9013" title="Topic: dataframes" href="/topics/dataframes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dataframes</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:601085,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ee276f2aadb1512f733a3e501a1ad319baa5ca550a13c4f26e0ce9e0559f286b" title="Topic: time-series-forecasting" href="/topics/time-series-forecasting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">time-series-forecasting</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:774956,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b17278a2a1322bed3c7bb652726b62a5ff52fd09ed9d5b46ae3dd56677bed773" title="Topic: eland" href="/topics/eland" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">eland</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="2025-03-21T14:24:09Z" class="no-wrap">Mar 21, 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> 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9116,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8d48e93856d630bf1f25f89e5095608c1f6d2c0b504ad13e9913af2fb2e49be7" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13859,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="df622ae4bfd42da9f52a41d5fa2af0176fc222e1ac07a8f0279502f733717604" title="Topic: sklearn" href="/topics/sklearn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sklearn</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:22062,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="86b6a45f188959c7fe384620acdb24208bae0a7e4e07ddf4f783a4bda4737875" title="Topic: logistic" href="/topics/logistic" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">logistic</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:45164,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a68abbb5832b465f858cb1245fe5b6de5a2839516a19475efb7fe8926abca5" title="Topic: xgboost" href="/topics/xgboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xgboost</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:61064,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1256d1385a1f8906d616d1a5d51161c074af4f766aac93109ddec45bf1c4302d" title="Topic: lightgbm" href="/topics/lightgbm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lightgbm</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:75120,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="abccd42b9686595242439bdfbb41e1c6fb3b6886da52f8d4f815d532cc761839" title="Topic: matplotlib" href="/topics/matplotlib" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">matplotlib</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:171933,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="86fe3049e4a016d8b5c77fbf6f8f4f8886f008a43bbb198d0f630fbda2eefb97" title="Topic: competitions" href="/topics/competitions" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">competitions</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:356029,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5a1bcd8caea50c8ea50d0f2a1b10fc7b57f18f53f3c21ea854af3ee4b2c4e39e" title="Topic: agg" href="/topics/agg" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agg</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:443902,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1e793cb5758b0e05c580634f028d1c879400b3ab10245903064ef4033be55c4b" title="Topic: sklearn-classify" href="/topics/sklearn-classify" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sklearn-classify</a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:543374,&quot;originating_url&quot;:&quot;https://github.com/topics/lightgbm&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a353f292d6128d4cb66e3a454e4062123adb652d11c25afdcc2a8dbf91759d36" title="Topic: catboost" href="/topics/catboost" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">catboost</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="2023-01-26T12:28:15Z" class="no-wrap">Jan 26, 2023</relative-time> </li> </ul> </div> </div> </article> <!-- '"` --><!-- </textarea></xmp> --></option></form><form class="ajax-pagination-form js-ajax-pagination" data-turbo="false" action="https://github.com/topics/lightgbm" 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&hellip; </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">lightgbm</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-lightgbm" 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 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