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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="{"location":"navbar","action":"security","context":"product","tag":"link","label":"security_link_product_navbar"}" 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0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"github_skills","context":"product","tag":"link","label":"github_skills_link_product_navbar"}" href="https://skills.github.com"> GitHub Skills <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 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data-analytics-event="{"location":"navbar","action":"small_and_medium_teams","context":"solutions","tag":"link","label":"small_and_medium_teams_link_solutions_navbar"}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups"> Startups </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"nonprofits","context":"solutions","tag":"link","label":"nonprofits_link_solutions_navbar"}" href="/solutions/industry/nonprofits"> Nonprofits </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-use-case-heading">By use case</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-use-case-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devsecops","context":"solutions","tag":"link","label":"devsecops_link_solutions_navbar"}" href="/solutions/use-case/devsecops"> DevSecOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"solutions","tag":"link","label":"devops_link_solutions_navbar"}" href="/solutions/use-case/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ci_cd","context":"solutions","tag":"link","label":"ci_cd_link_solutions_navbar"}" href="/solutions/use-case/ci-cd"> 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<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 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position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"software_development","context":"resources","tag":"link","label":"software_development_link_resources_navbar"}" href="/resources/articles/software-development"> Software Development </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all","context":"resources","tag":"link","label":"view_all_link_resources_navbar"}" href="/resources/articles"> View all </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="resources-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"learning_pathways","context":"resources","tag":"link","label":"learning_pathways_link_resources_navbar"}" href="https://resources.github.com/learn/pathways"> Learning Pathways <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"events_amp_webinars","context":"resources","tag":"link","label":"events_amp_webinars_link_resources_navbar"}" href="https://resources.github.com"> Events & Webinars <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ebooks_amp_whitepapers","context":"resources","tag":"link","label":"ebooks_amp_whitepapers_link_resources_navbar"}" href="https://github.com/resources/whitepapers"> Ebooks & Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"customer_stories","context":"resources","tag":"link","label":"customer_stories_link_resources_navbar"}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"partners","context":"resources","tag":"link","label":"partners_link_resources_navbar"}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"executive_insights","context":"resources","tag":"link","label":"executive_insights_link_resources_navbar"}" href="https://github.com/solutions/executive-insights"> Executive Insights </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"github_sponsors","context":"open_source","tag":"link","label":"github_sponsors_link_open_source_navbar"}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"the_readme_project","context":"open_source","tag":"link","label":"the_readme_project_link_open_source_navbar"}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"topics","context":"open_source","tag":"link","label":"topics_link_open_source_navbar"}" href="https://github.com/topics"> Topics </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"collections","context":"open_source","tag":"link","label":"collections_link_open_source_navbar"}" href="https://github.com/collections"> Collections </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Enterprise <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"enterprise_platform","context":"enterprise","tag":"link","label":"enterprise_platform_link_enterprise_navbar"}" href="/enterprise"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-stack color-fg-subtle mr-3"> <path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path> </svg> <div> <div class="color-fg-default h4">Enterprise platform</div> AI-powered developer platform </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="enterprise-available-add-ons-heading">Available add-ons</span> <ul class="list-style-none f5" aria-labelledby="enterprise-available-add-ons-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"advanced_security","context":"enterprise","tag":"link","label":"advanced_security_link_enterprise_navbar"}" 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="{"location":"navbar","action":"copilot_for_business","context":"enterprise","tag":"link","label":"copilot_for_business_link_enterprise_navbar"}" href="/features/copilot/copilot-business"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 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 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no-underline border color-border-default rounded px-2 py-1" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="6e3392a0bf91d31f2b3011dce12e0349696f9ed90969e4da46e74f61ae6c97b9" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/topics/support-vector-machines;ref_cta:Sign up;ref_loc:header logged out"}" > Sign up </a> <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Reseting focus</button> </div> </div> </div> </div> </header> <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path 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1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> </a></div> </topic-feeds-toast-trigger> </div> </div> </div> <div class="topic p-responsive container-lg"> <div class="d-md-flex gutter-md"> <div class="col-md-8 col-lg-9" data-hpc> <h2 class="h3 color-fg-muted"> Here are 1,510 public repositories matching this topic... </h2> <div class="d-sm-flex"> <details class="details-reset details-overlay mt-2 mr-3 select-menu"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Language:</i> <span data-menu-button>All</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Filter by language</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines" 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>1,510</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?l=jupyter+notebook" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Jupyter Notebook <span>904</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?l=python" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Python <span>299</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?l=matlab" 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> MATLAB <span>81</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?l=r" 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> R <span>58</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?l=html" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> HTML <span>39</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?l=c%2B%2B" 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> C++ <span>18</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?l=tex" 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> TeX <span>16</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?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>13</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?l=c" 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> C <span>7</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/support-vector-machines?l=javascript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> JavaScript <span>6</span> </span> </a> </div> </details-menu> </details> <details class="details-reset details-overlay select-menu mt-2"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Sort:</i> <span data-menu-button >Most stars</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Sort options</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" aria-checked="true" href="/topics/support-vector-machines?o=desc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/support-vector-machines?o=asc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/support-vector-machines?o=desc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/support-vector-machines?o=asc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/support-vector-machines?o=desc&s=updated"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Recently updated </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/support-vector-machines?o=asc&s=updated"> <svg aria-hidden="true" height="16" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="edf191001523160acdccfaf644e664f18e42d77d9471f1b98b92ef2cd831c29f" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7510,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="ae78afb3e54e6dde7ca4f640f7c62e4179b7eabb329fd4522eb98c7640a980f6" title="Topic: tutorial" href="/topics/tutorial" data-view-component="true" class="topic-tag 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class="topic-tag topic-tag-link Link f6 mb-2">svm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13826,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="4dc98d7b9d4f94eabf783d676a5dd25190256c727ab4fe22f429501d2e5d9d62" title="Topic: linear-regression" href="/topics/linear-regression" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">linear-regression</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13856,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="5a8f8b5ec6038109bfa33acc7ddfa4c8246de35c9b95be5b6eccdee9a5bff47b" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13915,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="ed1d3f37a61a132821ccc5e0e5853c7dcda5fa7afa8d54aed408512d8611b0bb" title="Topic: linear-algebra" href="/topics/linear-algebra" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">linear-algebra</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14080,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="d982baf21342d80c9c04cfa3b08a92d30fc4bd12d6090de1c386cc0a5e655a23" title="Topic: machine-learning-algorithms" href="/topics/machine-learning-algorithms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning-algorithms</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44413,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="80237416b8fa1fba856c81bda9525501fafe3cf5ea2cd585e98dcd5058f3010c" title="Topic: naive-bayes-classifier" href="/topics/naive-bayes-classifier" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">naive-bayes-classifier</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73159,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="24304808059e3f94d99a9fac96be5f195ba188419a38535931e1db0c9e208792" title="Topic: logistic-regression" href="/topics/logistic-regression" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">logistic-regression</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":119735,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="e0c48202428bb477c873c1052717fe1515d61d8e409f901937704754c449a919" title="Topic: implementation" href="/topics/implementation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">implementation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150570,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="53f401ef0c2f3e37f9a99b334a5fad2adbd7f7654cac60924908853eab5e6c92" title="Topic: support-vector-machines" href="/topics/support-vector-machines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">support-vector-machines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":327077,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="dcc839870dbba2c41c70e36921696aab6741027add2482a8789f5eeb3c4f8205" title="Topic: 100-days-of-code-log" href="/topics/100-days-of-code-log" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">100-days-of-code-log</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":362291,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="05d7269f6a6787476134b2496be805a0d6f0db00f07cef1da02c5d1abbb06180" title="Topic: 100daysofcode" href="/topics/100daysofcode" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">100daysofcode</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":372133,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" 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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" >(CGCSTCD'2017) An easy, flexible, and accurate plate recognition project for Chinese licenses in unconstrained situations. CGCSTCD = China Graduate Contest on Smart-city Technology and Creative Design</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":584,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="f836b4365f9c4804b9296b959cd53bd629dfb8e25df52c593a0c652d78bf8c8b" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" 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data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">supervised-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":65319,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="0783ec5a2c5f848ae6763fa644df18155e8b41c3d2c28b66c324f8824b9b764c" title="Topic: artificial-neural-networks" href="/topics/artificial-neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artificial-neural-networks</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":111006,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="ec484d20f2b87e563f0437ae79ca583359f141428704e151875eb5623f7500f2" title="Topic: chinese-characters" href="/topics/chinese-characters" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chinese-characters</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":119062,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="671b8e28185521923e24b80b0e5ba1c00a7e8fb2bf375955633f4c760e49519c" title="Topic: datasets" href="/topics/datasets" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">datasets</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150570,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="53f401ef0c2f3e37f9a99b334a5fad2adbd7f7654cac60924908853eab5e6c92" title="Topic: support-vector-machines" href="/topics/support-vector-machines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">support-vector-machines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":151321,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="279d6a29798d5c2e3f0866ed1c069b27bfe8d1d20ae0c9043a5c460c860d870b" title="Topic: plate-recognition" href="/topics/plate-recognition" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">plate-recognition</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":406171,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="0a9596df7ce45ef48811c2e9dea8a74c16c2c3ef0b226653ba7e7e39e36deb5a" title="Topic: opencv3" href="/topics/opencv3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">opencv3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":469773,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="856279e3210205bdd73841c6a174779541d697b3ce2312ec32150068dacbe527" title="Topic: unconstrained-situation" href="/topics/unconstrained-situation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unconstrained-situation</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="2024-06-04T13:10:44Z" class="no-wrap">Jun 4, 2024</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 itemprop="programmingLanguage">C++</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 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class="topic-tag topic-tag-link Link f6 mb-2">text-classification</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23517,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="6ae73c80f02cd1c716bd7bc6889ee5566a74fe1c0bde7d3fb7e5787d0e352b79" title="Topic: recurrent-neural-networks" href="/topics/recurrent-neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">recurrent-neural-networks</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44413,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="80237416b8fa1fba856c81bda9525501fafe3cf5ea2cd585e98dcd5058f3010c" title="Topic: naive-bayes-classifier" href="/topics/naive-bayes-classifier" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">naive-bayes-classifier</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60652,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="60df14d8388e452e881debbc7d69b181c04256c8e370859e9d8b7b76d82eb772" title="Topic: dimensionality-reduction" href="/topics/dimensionality-reduction" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dimensionality-reduction</a> <a 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data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">document-classification</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84909,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="9a91bfcacd55f51a1ecaf9b8a7513b369d80f97a5bd2c991356b5f9de970bc39" title="Topic: convolutional-neural-networks" href="/topics/convolutional-neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">convolutional-neural-networks</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":109593,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="397940195dd4abcd2c892713538091c7da77c3e7d3e456f8111cc7db36924e03" title="Topic: text-processing" href="/topics/text-processing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-processing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":127026,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="fdd31574d828f103367eff7ec6047e5fe64ee9cb83e038e77ffb92cf30d4d16f" title="Topic: decision-trees" href="/topics/decision-trees" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">decision-trees</a> <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":297783,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="2faf7bb40f455e6ea9b03b7028ca3e44055106680c8c33bbf3d06095934380a0" title="Topic: k-nearest-neighbours" href="/topics/k-nearest-neighbours" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">k-nearest-neighbours</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":367489,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="b3a52e64ca6b2e1cb3835d661d6b3f0640d1356e1e8238c595af33fb952cd239" title="Topic: deep-belief-network" href="/topics/deep-belief-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-belief-network</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":581767,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="a6fef58694ee35e74fd8664b8c9a99a375c579707c2d90f508af8d73b79e0c4a" title="Topic: rocchio-algorithm" href="/topics/rocchio-algorithm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rocchio-algorithm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":591038,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" 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Learn all about Machine Learning Tools, Libraries, Frameworks, Large Language Models (LLMs), and Training Models.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="cf6982dedc8356265516752a85d47220ee9171e4642f165a985d2afb3a3325f6" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9627,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="f14d10d226d7d387e2dde8634c0da7ae6f471fcc205c8d1f3a5e7829af94386c" title="Topic: neural-network" href="/topics/neural-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neural-network</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12339,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="f1f9231396773d4300ffac94c85dd2bd2ecad41613da9f016452c3d45de872ac" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12697,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="42e06cdfd52a67178ba3440b04c249a11e12bd991d22216b5cdeb62750b600b6" title="Topic: clustering" href="/topics/clustering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">clustering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13826,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="4dc98d7b9d4f94eabf783d676a5dd25190256c727ab4fe22f429501d2e5d9d62" title="Topic: linear-regression" href="/topics/linear-regression" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">linear-regression</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45278,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="36bec3e38cfd682f40a2cba22705c3943730a2e757cb912138b7b0138cf0f549" title="Topic: pca" href="/topics/pca" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pca</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60988,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="7cf72e1137877395e3fc0cf847cdadeb79477dd3951b88b354159908d3e2e405" title="Topic: topic-modeling" href="/topics/topic-modeling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">topic-modeling</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":75122,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="a33328bd481f5072180b0d2c3de53027546833d92b97f0beb99524da0d1bb5fc" title="Topic: machinelearning" href="/topics/machinelearning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machinelearning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83404,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="eb78f263ad9792661a6f648190a731dc9d56854d072204b5d894118a2280217e" title="Topic: tf-idf" href="/topics/tf-idf" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tf-idf</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":127026,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="fdd31574d828f103367eff7ec6047e5fe64ee9cb83e038e77ffb92cf30d4d16f" title="Topic: decision-trees" href="/topics/decision-trees" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">decision-trees</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150570,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="53f401ef0c2f3e37f9a99b334a5fad2adbd7f7654cac60924908853eab5e6c92" title="Topic: support-vector-machines" href="/topics/support-vector-machines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">support-vector-machines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":215122,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="86f44f8b6a0592a860d67912ee79e46f182e8deba88eaeb625ef1aec84592971" title="Topic: lecture-videos" href="/topics/lecture-videos" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lecture-videos</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":338306,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="f39b3e8d64e92847bf01ca591a3fd1564a3657c550edaf077b55fbef77fe63ed" title="Topic: lecture-material" href="/topics/lecture-material" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lecture-material</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":396614,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="624fcefcac547abaff79695794539ac25cf44858034870f3340675d5623e97b3" title="Topic: lecture-slides" href="/topics/lecture-slides" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lecture-slides</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403596,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="6f53d54f4a9fb272ba62f33727f5afa2b303976de2e26332a0f327556132dad7" title="Topic: anomaly-detection" href="/topics/anomaly-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomaly-detection</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="2023-09-18T13:42:21Z" class="no-wrap">Sep 18, 2023</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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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 machine learning library / 簡單易用的機器學習套件</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="edf191001523160acdccfaf644e664f18e42d77d9471f1b98b92ef2cd831c29f" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9627,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="f14d10d226d7d387e2dde8634c0da7ae6f471fcc205c8d1f3a5e7829af94386c" title="Topic: neural-network" href="/topics/neural-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neural-network</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13447,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="e1773a5dcb99e0c0ec9ae1b2f1df6eafad377373838e0d7ac29f0b9122cdd594" title="Topic: svm" href="/topics/svm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">svm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13826,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="4dc98d7b9d4f94eabf783d676a5dd25190256c727ab4fe22f429501d2e5d9d62" title="Topic: linear-regression" href="/topics/linear-regression" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">linear-regression</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21346,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="790956012a685d73b656851b7201b54af108c891859a68498b90173eecd476a9" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45597,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="2a52616acf672d2351eb3842c6d9d8366ede80e900cdc7c5d3a338ebfbb9a5a6" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73159,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="24304808059e3f94d99a9fac96be5f195ba188419a38535931e1db0c9e208792" title="Topic: logistic-regression" href="/topics/logistic-regression" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">logistic-regression</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89138,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="3d87ae285bcb9e0fe534ab49726446638bfa146786a603166ce2311c92d87edf" title="Topic: perceptron" href="/topics/perceptron" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">perceptron</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":127026,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" 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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" >Front-end speech processing aims at extracting proper features from short- term segments of a speech utterance, known as frames. It is a pre-requisite step toward any pattern recognition problem employing speech or audio (e.g., music). Here, we are interesting in voice disorder classification. That is, to develop two-class classifiers, which can…</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":167,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="a22d1f0c3041d942cd6fc655976783d6e0d54d35c64c0c9dc3c605e52a452a3d" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":370,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" 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data-hydro-click-hmac="c6c8e5f90581674e13aaba6537e4088f6311ed04c19e568539472b9256f51dcc" title="Topic: principal-component-analysis" href="/topics/principal-component-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">principal-component-analysis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":224316,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="f1db18b251770f699d734bb46ff404cdb475859588b58f980e41f980af222aa4" title="Topic: speech-processing" href="/topics/speech-processing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">speech-processing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":367289,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="14c8987e5106cb12fc0ca8ec0b193005941ab401ba80814d4949faeb9c40525b" title="Topic: linear-discriminant-analysis" href="/topics/linear-discriminant-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">linear-discriminant-analysis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":378609,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="5dc1e6f993b4054da185395daed6644b49370f8092ca167aed3b15ce21dab20c" title="Topic: isomap" href="/topics/isomap" 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data-hydro-click-hmac="07e5121f820a6bb072883772880665517876d0decf503ee2c4386b0a291332fd" title="Topic: spectral-embedding" href="/topics/spectral-embedding" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">spectral-embedding</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":901250,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="0a97d0f3b439ecf6dc3614a4a021510bc305fa1a14bf4989039789921f92c4a5" title="Topic: locally-linear-embedding" href="/topics/locally-linear-embedding" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">locally-linear-embedding</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":998455,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="31b656606303170e669e7c644cb0b4f9d0841de948fab3a77fb88b3eb0eb935f" title="Topic: linear-prediction-coefficients" href="/topics/linear-prediction-coefficients" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">linear-prediction-coefficients</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":998456,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="35affb7c85265bda2ea9c193acb488f87ded338586397e90c81cf2b2fa51bee2" title="Topic: speech-utterance" 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</a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-216377074" href="/sharmapratik88/AIML-Projects/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":216377074,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="241b9cc4cd25003fd1a46687e0afbc490b441bd74591caac62a1e397dcbad517" 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" >Projects I completed as a part of Great Learning's PGP - Artificial Intelligence and Machine Learning</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":167,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="a22d1f0c3041d942cd6fc655976783d6e0d54d35c64c0c9dc3c605e52a452a3d" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2129,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="98345400ce2b2c0b1b17118d49b8a3f0026efd8d932901154461cf8755b97045" title="Topic: data-science" href="/topics/data-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-science</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="edf191001523160acdccfaf644e664f18e42d77d9471f1b98b92ef2cd831c29f" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7531,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="aae1655974c9772f743d6e244e7652a379ed5825411fc47a4f974dd9aa2d3287" title="Topic: statistics" href="/topics/statistics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">statistics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9187,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="817807ef7a3ddf435acaaf43f2b6ea7d0e28d6699bd577a3b5b7eae4223d29dc" title="Topic: computer-vision" href="/topics/computer-vision" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">computer-vision</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12339,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="f1f9231396773d4300ffac94c85dd2bd2ecad41613da9f016452c3d45de872ac" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22808,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="e60c6d9e6611ec3a1b3e9f48e5135f1032079c1636f49b8fc5e44326ea7b8348" title="Topic: data-visualization" href="/topics/data-visualization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-visualization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":59848,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="f5697f6e73333b2624c83ec0162dd294d230e490c40b6405a3c5ac34d624876d" title="Topic: recommendation-system" href="/topics/recommendation-system" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">recommendation-system</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73159,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="24304808059e3f94d99a9fac96be5f195ba188419a38535931e1db0c9e208792" title="Topic: logistic-regression" href="/topics/logistic-regression" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">logistic-regression</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150570,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="53f401ef0c2f3e37f9a99b334a5fad2adbd7f7654cac60924908853eab5e6c92" title="Topic: support-vector-machines" href="/topics/support-vector-machines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">support-vector-machines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":226531,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="286361365bb8f057cec6f68156d3409eec05d1744f5bf89cd64c96a17fd2a071" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":238683,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="0eefe2b5b55edde0b213fdb109663a3900a0971a31cae60e954c922c25f34219" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":327320,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="43649a4c680708a68b72c7763fab79d54e089e29b07d685fcd25abb7456d6c03" title="Topic: knearest-neighbor-algorithm" href="/topics/knearest-neighbor-algorithm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knearest-neighbor-algorithm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":376876,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="2ce4a562d248e0d287d8c5d2af119107827641f57541d8404bcddc4313513efa" title="Topic: oversampling" href="/topics/oversampling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">oversampling</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":421406,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="ff6a97b09bc8af63140c91111a70960a3d8eba1de45be87550729ac540decece" title="Topic: supervised-machine-learning" href="/topics/supervised-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">supervised-machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":421408,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="8e3dc4890dd04cb59f66f0d253bcf81e956a7563812b3e57a50ed014c04284e6" title="Topic: unsupervised-machine-learning" href="/topics/unsupervised-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unsupervised-machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":543374,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="b0ed4a56c7184095a5145e81b616bb1e8a0fbe21dbddda49c87ff1a7f8d49150" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":606596,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="bbac6a0ac223ef8e58794d3205793be1065c5f1e5517ecb5738020c73086b06d" title="Topic: ensemble-machine-learning" href="/topics/ensemble-machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ensemble-machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":770620,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="bb0f4d405183a828f22c02917f2bad3257d45dc35337905d78c2a96abab3df51" title="Topic: machinelearningprojects" href="/topics/machinelearningprojects" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machinelearningprojects</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1102444,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="de2bd1d81564cdec44717417860e96b075ad94ef679a1da3a9670bbf0a693377" title="Topic: datascienceproject" href="/topics/datascienceproject" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">datascienceproject</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="2021-08-23T15:32:44Z" class="no-wrap">Aug 23, 2021</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" 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Data cleaning, visualization, modeling and cross validation applied</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="edf191001523160acdccfaf644e664f18e42d77d9471f1b98b92ef2cd831c29f" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13536,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="7835b650ec7c671a265f07ce78779be92c04107db7110f855928140830be4a7c" title="Topic: detection" href="/topics/detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14080,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="d982baf21342d80c9c04cfa3b08a92d30fc4bd12d6090de1c386cc0a5e655a23" title="Topic: machine-learning-algorithms" href="/topics/machine-learning-algorithms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning-algorithms</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44413,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="80237416b8fa1fba856c81bda9525501fafe3cf5ea2cd585e98dcd5058f3010c" title="Topic: naive-bayes-classifier" href="/topics/naive-bayes-classifier" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">naive-bayes-classifier</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":61005,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="b11d0166c617ef3e117b231c6429e8028c36475b894207320ab60d545e440f6a" title="Topic: accuracy" href="/topics/accuracy" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">accuracy</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73159,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="24304808059e3f94d99a9fac96be5f195ba188419a38535931e1db0c9e208792" title="Topic: logistic-regression" href="/topics/logistic-regression" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">logistic-regression</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73496,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="ec92e3df26b63ed3f2a8c9ae747989daace1ccde00259eef122f69b7b0b3475b" title="Topic: diabetes" href="/topics/diabetes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">diabetes</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150570,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="53f401ef0c2f3e37f9a99b334a5fad2adbd7f7654cac60924908853eab5e6c92" title="Topic: support-vector-machines" href="/topics/support-vector-machines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">support-vector-machines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":181264,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="e7178f415c1efb6d1d312bcc4b4729b7d02f9e59ca15ecca009a2677e87d5630" title="Topic: health-data" href="/topics/health-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">health-data</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":440569,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="ad6cc4a8c2c85d57e9fbde75770adca661e99258f95433c3ca5daee44e6f3f71" title="Topic: knn-classification" href="/topics/knn-classification" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knn-classification</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":500291,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="de58ae6b9d20ee69ef3a0242b904c51f1f7b01a881768e73cd49bff54cf605e5" title="Topic: random-forest-classifier" href="/topics/random-forest-classifier" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">random-forest-classifier</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":539159,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="6243b7cb5b38d222c71daaa247c13db9314911ffed93b99126b396cdfa65ba9d" title="Topic: diabetes-detection" href="/topics/diabetes-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">diabetes-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":778594,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="aae07e7766e686c68aa896aaeca3c41c34bc0d3006ffefcc5759b81ec32b51fa" title="Topic: diabetes-prediction" href="/topics/diabetes-prediction" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">diabetes-prediction</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="2023-11-26T05:35:35Z" class="no-wrap">Nov 26, 2023</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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":1670421,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="fb2db72609c6734d60da51df79c69c953ccdfe921d2b2b38a053030176ab09c4" data-turbo="false" href="/mithi" data-view-component="true" class="Link">mithi</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":86443203,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="2f1886db23979176b2cb61296a1f145f2e8c893223faedb526b05edc699e86d7" data-turbo="false" href="/mithi/vehicle-tracking-2" data-view-component="true" class="Link text-bold 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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="86 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="86" data-view-component="true" class="Counter js-social-count">86</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-86443203" aria-current="true" 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0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A vehicle detection and tracking pipeline with OpenCV, histogram of oriented gradients (HOG), and support vector machines (SVM).</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":4882,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="460cee0c63f73d531f6a4449aa2756c18ec7b801315c4e0359f84b6e99427c5c" title="Topic: udacity" href="/topics/udacity" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">udacity</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60969,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="31d9d42b037c865d9618bf562137279b7890ce409614a6c8ef63a173466a183f" title="Topic: self-driving-car" href="/topics/self-driving-car" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">self-driving-car</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150570,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="53f401ef0c2f3e37f9a99b334a5fad2adbd7f7654cac60924908853eab5e6c92" title="Topic: support-vector-machines" href="/topics/support-vector-machines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">support-vector-machines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":218551,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="617b85121743acdfa0cecbf1f91ee8517e000413d0ca8183854d683ad9b1a32b" title="Topic: vehicle-tracking" href="/topics/vehicle-tracking" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vehicle-tracking</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":225538,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" 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data-hydro-click-hmac="1b2c7407bb365b03e4c5c4d9c7e3ead25e3bb3e321f1f1606dce3a6321079e59" title="Topic: dictionary-learning" href="/topics/dictionary-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dictionary-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":214881,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="abfd29ca039faa3d70df944650e515ee3176be687cf9906ebea42cfe975ac727" title="Topic: matlab-toolbox" href="/topics/matlab-toolbox" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">matlab-toolbox</a> <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":402947,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="326cfb9ed97f4e2892fa594de1b0949202e0a240243901ca0b319bd62f022f68" title="Topic: spd" href="/topics/spd" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">spd</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":410980,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="eec4ec1c4fbf635a1be53ed9f45f60f2f5b64506b867b4558279ac661ead0435" title="Topic: classification-algorithims" href="/topics/classification-algorithims" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classification-algorithims</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":470649,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="6cdbc9fb89a8d69dfe6da91b52c12680212af50159f7327c00a59d0568b9eceb" title="Topic: manifold-optimization" href="/topics/manifold-optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">manifold-optimization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":517979,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="a02dda5ef88ee4e452a0da86ccd2272e7a158e129a30cc4e41ff60fb23c29152" title="Topic: 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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" >Geolocating twitter users by the content of their tweets</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2170,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="4eed50533ed6aae9ad44e78c54877979c9f0b8f050b902d01944073148ee1227" title="Topic: natural-language-processing" href="/topics/natural-language-processing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">natural-language-processing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12287,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="0d32f985447f5179b3977cffe64e182f1890ea71ae2f71b931b284f9f0fa740d" title="Topic: maps" href="/topics/maps" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">maps</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12339,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="f1f9231396773d4300ffac94c85dd2bd2ecad41613da9f016452c3d45de872ac" 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="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14257,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="93614e725a25fd4b8b817cf328b043c92f9795f97c6fa2cbb6d3e28565652007" title="Topic: geolocation" href="/topics/geolocation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">geolocation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23537,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="735b6e1b12b079cea227afeaa0da6bf0e696a1e21e0eb210b22ba162c84bc0ba" title="Topic: twitter-streaming-api" href="/topics/twitter-streaming-api" 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amazon-web-services" href="/topics/amazon-web-services" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">amazon-web-services</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150570,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="53f401ef0c2f3e37f9a99b334a5fad2adbd7f7654cac60924908853eab5e6c92" title="Topic: support-vector-machines" href="/topics/support-vector-machines" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">support-vector-machines</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":486064,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="24d97ded2b6421dfbf06537a763d14f7cc45be49e8d3d6c3101a1b3e960bda3c" title="Topic: stacked-ensembles" href="/topics/stacked-ensembles" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">stacked-ensembles</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":529711,"originating_url":"https://github.com/topics/support-vector-machines","user_id":null}}" data-hydro-click-hmac="2a173f2e3fc51424435a8340053b69c3a7db46335923903935f7ba8c81dd1941" title="Topic: twitter-geolocation" href="/topics/twitter-geolocation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">twitter-geolocation</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="2021-01-08T16:22:59Z" class="no-wrap">Jan 8, 2021</relative-time> </li> <li 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aria-label="Close dialog"></summary> <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal"> <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div class="octocat-spinner my-6 js-details-dialog-spinner"></div> </details-dialog> </details> </template> <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;"> <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;"> </div> </div> <template id="snippet-clipboard-copy-button"> <div class="zeroclipboard-container position-absolute right-0 top-0"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2"> <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> </clipboard-copy> </div> </template> <template id="snippet-clipboard-copy-button-unpositioned"> <div class="zeroclipboard-container"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> <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> </clipboard-copy> </div> </template> </div> <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> 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