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0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;security&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;security_link_product_navbar&quot;}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" 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position-lg-absolute left-0 left-lg-n3 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 pb-lg-3 mb-3 mb-lg-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-company-size-heading">By company size</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-company-size-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;enterprises&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}" href="https://github.com/enterprise"> Enterprises </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" 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data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ci_cd&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ci_cd_link_solutions_navbar&quot;}" href="/solutions/use-case/ci-cd"> CI/CD </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}" href="/solutions/use-case"> View all use cases </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-industry-heading">By industry</span> <ul class="list-style-none f5" 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data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;manufacturing&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}" href="/solutions/industry/manufacturing"> Manufacturing </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;government&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}" href="/solutions/industry/government"> Government </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" 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flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul class="list-style-none f5" aria-labelledby="resources-topics-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ai&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}" href="/resources/articles/ai"> AI </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devops&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}" href="/resources/articles/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 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class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;customer_stories&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;customer_stories_link_resources_navbar&quot;}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;partners&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;partners_link_resources_navbar&quot;}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;github_sponsors&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;github_sponsors_link_open_source_navbar&quot;}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;the_readme_project&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;the_readme_project_link_open_source_navbar&quot;}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" 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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> Enterprise-grade AI 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" 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8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path> </svg> </span> <span></span> </div> </div> <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div> </query-builder></form> <div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt"> <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2"> Search syntax tips </a> <div class="d-flex flex-1"></div> </div> </div> </div> </div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div class="color-fg-default"> <dialog-helper> <dialog data-target="qbsearch-input.feedbackDialog" 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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> </div> </div> <scrollable-region data-labelled-by="feedback-dialog-title"> <div data-view-component="true" class="Overlay-body"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="62AZ0tikkcBvJpYkZ27wOa0Iwj+kOp2voBI2rknS/nnq1bMYBjOCR+tE1AOm3g0XoYdnt5+76SvAbKqI8josiw==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> 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48px; height: 48; line-height: 48px;" > # </div> <h1 class="h1"> Machine learning </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="Machine learning" data-topic-name="machine-learning"> <div data-view-component="true" class="d-block"> <a href="/login?return_to=%2Ftopic.machine-learning" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fa264cf087ac2f9eb6da1be4572e98c1435ac1e7d0211ae681d5cc06855fc97b" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> </a></div> </topic-feeds-toast-trigger> </div> </div> </div> <div class="topic p-responsive container-lg"> <div class="d-md-flex gutter-md"> <div class="col-md-8 col-lg-9" data-hpc> <div class="border rounded color-shadow-small color-bg-default p-4 mb-5"> <div class="markdown-body f5 mb-2"> <p>Machine learning is the practice of teaching a computer to learn. The concept uses pattern recognition, as well as other forms of predictive algorithms, to make judgments on incoming data. This field is closely related to artificial intelligence and computational statistics.</p> </div> </div> <h2 class="h3 color-fg-muted"> Here are 137,047 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/machine-learning" 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>137,047</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/machine-learning?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>63,801</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/machine-learning?l=python" aria-checked="false"> <svg 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b109101bb4837bfa71872d3f91cc233ca504d3e4440b852b496504cb2ef4ce1e" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bbf701a09b3a9540ec51555dd1a98291ee7408b121a82b9cc7ab029fb81f46c1" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9627,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="86020fc41c164ef4b233f8ae950252fb5e8efac10193286027143a4d5e6593d5" title="Topic: neural-network" href="/topics/neural-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-network </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21229,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="83558aefac496895f94d12e73e35bb63688a076cf42d943781f08caff231d550" title="Topic: ml" href="/topics/ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> ml </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23535,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="44b6fe962b5aa9453a6b3d586e9ea31d681e42fe7718c0fe362d20a5e81fbe6f" title="Topic: distributed" href="/topics/distributed" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> distributed </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="2024-11-27T08:13:13Z" class="no-wrap">Nov 27, 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 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b109101bb4837bfa71872d3f91cc233ca504d3e4440b852b496504cb2ef4ce1e" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:167,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f05c52d3b35e1c0a01b93d05a2ad0b66d2be24ceb6901ab103134b2f923df884" title="Topic: nlp" href="/topics/nlp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> nlp </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6d5abc3bcec58036e59195af83f61e3ccf347b7a4c7ad55a3fef28e9bb031443" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2170,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="42a3f5e317106061000db5de4a8c1d98710d36bcf3baff7b0fb20da75161de79" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bbf701a09b3a9540ec51555dd1a98291ee7408b121a82b9cc7ab029fb81f46c1" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12734,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="30de7dca6ecfdd7b5fbc3060b1c03e3d394492ec9359db00245cabd4bb16e206" title="Topic: tensorflow" href="/topics/tensorflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> tensorflow </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23301,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ac33a34b72242f87358f075f3dea2f408333e6ac7d1ee58e55e4edc650f39cd1" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pytorch </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:664745,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ec79bef28ffca54b34248da3af14f084ac87c52db4a3b6b4a44fba96a200a1c9" title="Topic: jax" href="/topics/jax" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> jax </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1399375,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="0e1d36c3b2bdd039f517e81085c3b4070ef524e16fa05bac0b1b1917f7402a09" title="Topic: model-hub" href="/topics/model-hub" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> model-hub </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="2024-11-27T00:23:57Z" class="no-wrap">Nov 27, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b109101bb4837bfa71872d3f91cc233ca504d3e4440b852b496504cb2ef4ce1e" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:99388,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6500d79c0a0598a30b528c92a048b5cdfa2909f4a6723e4a97283e6ab42db224" title="Topic: tensor" href="/topics/tensor" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> tensor </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="2024-11-27T07:58:22Z" class="no-wrap">Nov 27, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:890,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bad716743c777be6e2cf2c763f9d410efc6022714874190a45dfe31bf0bde1ec" title="Topic: devops" href="/topics/devops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> devops </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6d5abc3bcec58036e59195af83f61e3ccf347b7a4c7ad55a3fef28e9bb031443" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:8961,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="465bd47632ccc83cad4f31d0f7a6be9dd0583f342fd923e43cb273a7a9f566c9" title="Topic: database" href="/topics/database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> database </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9172,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c2d2584ea7f5e68e24ac90a889f9ef53287f0a21011b131e683ca3cf3a68f33c" title="Topic: monitoring" href="/topics/monitoring" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> monitoring </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9216,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d890a463f0c65cfc0cc3495f8e5f604b68a1429553e1b7b5b9470cbe20d92718" title="Topic: mongodb" href="/topics/mongodb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> mongodb </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9297,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="95e008c2749a428c7f96742b1cda0c539368bad163b595cf5b41e26fbf7c2a5d" title="Topic: influxdb" href="/topics/influxdb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> influxdb </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13890,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a8eda7248880ecabc5633db4588ee619601dde4db6aa11a32b72fdc0ec8cbba3" title="Topic: grafana" href="/topics/grafana" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> grafana </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17040,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cf55796f78e37c350ea1c30acdd31b4fa3d0f44b7545d0526f55e891ef83a31f" title="Topic: alerting" href="/topics/alerting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> alerting </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:17184,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fd691fbc5c233c6191e438dc3a398bee0be8c9cee75b2923cdfadd4d084a0f80" title="Topic: postgresql" href="/topics/postgresql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> postgresql </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:20518,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4e0aba109a8d688bd8c27cdc20d0a22ea891c8e1e8087d4a2d48d35b771bb6cd" title="Topic: cncf" href="/topics/cncf" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> cncf </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:20551,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b67c9d0f0d67f4de6e2e6b3d1a6dbf08de3fbaeabd424055e1a7576f4a8b7016" title="Topic: statsd" href="/topics/statsd" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> statsd </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:22692,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="59541843243845c4e6135f72baeb6529a9d3e823f9303fa5063f6ed6ff597959" title="Topic: prometheus" href="/topics/prometheus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> prometheus </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:22808,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e132e93cdba6e156245d1b7f97db21fb1b7398653181f25ea811e01abc78732d" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:211187,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="af26c1357318793a7b4bd340da51ed45c46c0fc18455c0527236981fed17fece" title="Topic: observability" href="/topics/observability" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> observability </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:319610,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2271711033f4b92caaee6abeec0ffbf2a6dcde8d85eded5aaec850ace1f73beb" title="Topic: netdata" href="/topics/netdata" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> netdata </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="2024-11-27T00:21:24Z" class="no-wrap">Nov 27, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #555555"></span> <span itemprop="programmingLanguage">C</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_IMAGE&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:343965132,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c911d4e221d5b78abbd94601cfa8880fb22ee6b844c2d4de0f8a969d63e38a3f" data-turbo="false" style="max-height:275px" href="/microsoft/ML-For-Beginners" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"> <img loading="lazy" src="https://repository-images.githubusercontent.com/343965132/549b1a80-c897-11eb-9436-918072d2e0f8" alt="ML-For-Beginners" class="d-block width-full" > </a> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;OWNER&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_OWNER_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:6154722,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ce7c1880986fcc5cf78fd675165bf59f7da7919ad46e02c6c4ca45011e1f6f97" data-turbo="false" href="/microsoft" data-view-component="true" class="Link"> microsoft </a> / <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:343965132,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="04eb0a73e352b25eddc48d7faa71ca594c32afbf1c64f09e38e88a5abed6eee7" data-turbo="false" href="/microsoft/ML-For-Beginners" data-view-component="true" class="Link text-bold wb-break-word"> ML-For-Beginners </a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmicrosoft%2FML-For-Beginners" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star 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<path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-71583602" href="/Developer-Y/cs-video-courses/pulls" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_PULL_REQUESTS&quot;,&quot;click_visual_representation&quot;:&quot;PULL_REQUESTS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:71583602,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="90c3657bc66229bb8cca25d0b9b33b1755c309f27d8182fdd408906553204dd9" 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" 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:369,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e77fd86373a785e301272aa93a1d36b96cb46a6b274df9bf05bf1927a96f94f7" title="Topic: computer-science" href="/topics/computer-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> computer-science </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:646,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="8208fd35a9c9ee85a46e3e4e4d4de36e73258da2c62b519e3bf92469760b3099" title="Topic: security" href="/topics/security" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> security </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6d5abc3bcec58036e59195af83f61e3ccf347b7a4c7ad55a3fef28e9bb031443" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7482,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ea1dd971874abbe667cd2a167b5522b648ee961e8eab7bea037dc74002a7717e" title="Topic: bioinformatics" href="/topics/bioinformatics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> bioinformatics </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7623,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5c050a8a8575336a4d2912f05fa7a07bcbd66d9b42947f5d28b9d554f3f658db" title="Topic: web-development" href="/topics/web-development" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> web-development </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9047,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b2cebb96f57c264369ca5fb7002a03a9b2e1af95973af0742c40de8561f07d6e" title="Topic: reinforcement-learning" href="/topics/reinforcement-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> reinforcement-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9187,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="9429becd9410c3335d0059fd5f59ef58d6c71936a1d4c54e339c122e90fb6f44" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bbf701a09b3a9540ec51555dd1a98291ee7408b121a82b9cc7ab029fb81f46c1" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9731,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ca717e1f68ab0a2cb672de9bc4dc2c12bc85eacb885549fc34817d91e5410cd8" title="Topic: algorithms" href="/topics/algorithms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> algorithms </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9913,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c7a903858ed890ff9921df129c863f8281e6c2add60bcdc421e0249341a608f0" title="Topic: robotics" href="/topics/robotics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> robotics </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21385,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="c1df2289bfe2a045ee4cfc6e976b0d2b717ea297849ddace6cb3ee30e7132d66" title="Topic: computational-biology" href="/topics/computational-biology" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> computational-biology </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21688,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="04785f2f4bb32d44f9239dc20eee5ac59d10937ce388c8d947a37781519add98" title="Topic: databases" href="/topics/databases" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> databases </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:24164,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="95d2842c927d4d6e1e982268cb4bf8d3b1c832a3fe64a75130870ade5084e7bc" title="Topic: embedded-systems" href="/topics/embedded-systems" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> embedded-systems </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:38887,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1d7486a2af70b0796470d8ac2ebabe9a110b35a6becbc58ed0d5b68407d3c8d9" title="Topic: systems" href="/topics/systems" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> systems </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:44045,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2545ca1dea8f72958647392700c6c92041729e5a94e4c61092956ec83851f5fd" title="Topic: computational-physics" href="/topics/computational-physics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> computational-physics </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:44150,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="fbc741a8baf76875aad7b6a352651dc206916ada616c78b1fd06e60916830535" title="Topic: quantum-computing" href="/topics/quantum-computing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> quantum-computing </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:150287,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bc70072bbf46d0837e93682145e87a2cb4b772ccaa85395038d8134eff28621d" title="Topic: computer-architecture" href="/topics/computer-architecture" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> computer-architecture </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:232720,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6acc8eae9125c89d1b991145b7b9857af8cbe516d25e05e0d11547ce36ce1b41" title="Topic: database-systems" href="/topics/database-systems" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> database-systems </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="2024-09-13T17:54:44Z" class="no-wrap">Sep 13, 2024</relative-time> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b109101bb4837bfa71872d3f91cc233ca504d3e4440b852b496504cb2ef4ce1e" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:21259,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="360f44a1b9def222f3b32026726724532fffaed3fbff87d10720adddbc5b6481" title="Topic: transformers" href="/topics/transformers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> transformers </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:23301,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ac33a34b72242f87358f075f3dea2f408333e6ac7d1ee58e55e4edc650f39cd1" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> pytorch </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:35047,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="37ffca57d05d2731a7b3b8ee82d0d392a5be0fffe0ae3cd537dff77d1a30b3a6" title="Topic: transformer" href="/topics/transformer" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> transformer </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:43348,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="80bd1c5dd309ef7abab6e77a231f85ea6ed822081bd2362acf5aebeecfe23e5d" title="Topic: gan" href="/topics/gan" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> gan </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:44842,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bc61b96bb1ab45a1139b28e3d7e7aeda5c896164212e2d07aa3ef46be934cb4c" title="Topic: neural-networks" href="/topics/neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-networks </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:48843,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a6c224adc49a01e1ead7597abe2e3865e40933382a9b16b6a0dc8ace87d98336" title="Topic: literate-programming" href="/topics/literate-programming" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> literate-programming </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:65304,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="25a7ff237f7a09ae458c15a9f97887db26e7a01c0100f3da43a6cb95d15c3051" title="Topic: attention" href="/topics/attention" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> attention </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:111023,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3b6a91c7f18f3002d3fb74006c5d1c813cd7c61d74cddc220805a5d161a4ac1f" title="Topic: lora" href="/topics/lora" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> lora </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:218226,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3196af6e3eec2dc66f0f7bd8ba986c3ef41ccd1fbfce6455874494a135917456" title="Topic: deep-learning-tutorial" href="/topics/deep-learning-tutorial" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-learning-tutorial </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1071413,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="47d65eac562bab9a7805fdbc97d7f1795ab905d0581e043a014699953751125d" title="Topic: optimizers" href="/topics/optimizers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> optimizers </a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-08-24T09:18:59Z" class="no-wrap">Aug 24, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY&quot;,&quot;click_visual_representation&quot;:&quot;REPOSITORY_NAME_HEADING&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:83844720,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="01ef4ba999095b1e9247f1783b7261ddd542e6ecb9265f50673505bdde665f5d" data-turbo="false" href="/ageitgey/face_recognition" data-view-component="true" class="Link text-bold wb-break-word"> face_recognition </a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fageitgey%2Fface_recognition" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star 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<path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-83844720" href="/ageitgey/face_recognition/pulls" data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;REPOSITORY_PULL_REQUESTS&quot;,&quot;click_visual_representation&quot;:&quot;PULL_REQUESTS_TAB&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:83844720,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="1351c6c3ef035f8a5df0c7e1b348a0e677c5e03fbb9b74c8c0e5fded75f4a537" 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" >The world's simplest facial recognition api for Python and the command line</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b109101bb4837bfa71872d3f91cc233ca504d3e4440b852b496504cb2ef4ce1e" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6d5abc3bcec58036e59195af83f61e3ccf347b7a4c7ad55a3fef28e9bb031443" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:74622,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="afaec531599e07d21e48437c64e1e3a6735086194063202a6bac2b3d2bf656a0" title="Topic: face-recognition" href="/topics/face-recognition" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> face-recognition </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:74623,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="afb5a9bf2aa8d12d7910c4abc741fb86b8bcbf722eacd003ba5c4d0b0941f530" title="Topic: face-detection" href="/topics/face-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> face-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="2024-08-21T06:22:36Z" class="no-wrap">Aug 21, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a 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2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fdeepfakes%2Ffaceswap" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:114747226,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="618f001a80c7a4b638ad3cf3b75c055df7814b4082cb0b742a95dd39b8c5c5f0" aria-label="You must 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data-hydro-click-hmac="6d5abc3bcec58036e59195af83f61e3ccf347b7a4c7ad55a3fef28e9bb031443" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7631,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bc8f0394a6462281c8168894ddb301a4d9eee9df6ba2602eb95640bcce1da6e9" title="Topic: deep-neural-networks" href="/topics/deep-neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-neural-networks </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bbf701a09b3a9540ec51555dd1a98291ee7408b121a82b9cc7ab029fb81f46c1" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:35538,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="eb3912078f405afb083416041de61af186e48142b8539b47d0d7b9eb6f164d25" title="Topic: faceswap" href="/topics/faceswap" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> faceswap </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:44842,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bc61b96bb1ab45a1139b28e3d7e7aeda5c896164212e2d07aa3ef46be934cb4c" title="Topic: neural-networks" href="/topics/neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-networks </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:75032,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="7ce728bc91620e186f0ae175cf11d27b980884508625a9f300b8ac99f251aee8" title="Topic: face-swap" href="/topics/face-swap" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> face-swap </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84905,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2e15df807df740191f83748d109d99b41d1ac26556788a674e8137f3e64836f6" title="Topic: deeplearning" href="/topics/deeplearning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deeplearning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:249708,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="110b64b74018ce85c368445266ffa3fb0f21e576ed462fcec4f69aaefb7c3dd6" title="Topic: neural-nets" href="/topics/neural-nets" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> neural-nets </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:662344,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ee81aedc92f170e17e05486b6faad81059768d34698c7adff32c7727aa71ad52" title="Topic: deepface" href="/topics/deepface" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deepface </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:693003,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cb40ffac6e36c7232513c679693176f1de4463cf8a29d1ba2a2c844c8771df3a" title="Topic: deepfakes" href="/topics/deepfakes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deepfakes </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:785874,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bac3a44a33afd1f01a9c6d43da1430d9476c63bf3a4aef0a8dc1c9379e4e57f8" title="Topic: deep-face-swap" href="/topics/deep-face-swap" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-face-swap </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13101,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d9c3f252c9ae58ea5ca1abec657b3c95e35efe88a155995e8ec8cd272677f0af" title="Topic: julia" href="/topics/julia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:20787,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="630bf1acae282ed30f22eed49c76cae280da55f3ba903fe99f8c6f0336183a6f" title="Topic: julia-language" href="/topics/julia-language" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julia-language </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:73856,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="5b6d3991c572658a42a8eeb82391604d6f76aa511e4108217f7e3582cac80df9" title="Topic: scientific" href="/topics/scientific" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scientific </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:224828,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ae665381ada49ca03bf2643ad5d770ed4878ca58ec55db0246a97e6f2e063253" title="Topic: numerical" href="/topics/numerical" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> numerical </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:317564,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="74e9ccefda841c73e12367abdc996ba9b05ad4ded0acdb0fd238585c9d49d754" title="Topic: julialang" href="/topics/julialang" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> julialang </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="2024-11-27T07:55:43Z" class="no-wrap">Nov 27, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #a270ba"></span> <span 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b109101bb4837bfa71872d3f91cc233ca504d3e4440b852b496504cb2ef4ce1e" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6d5abc3bcec58036e59195af83f61e3ccf347b7a4c7ad55a3fef28e9bb031443" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7510,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="60618c37b7efc95a245811cd58d4018fcb21142756c598b825cd3946f6185627" title="Topic: tutorial" href="/topics/tutorial" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> tutorial </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bbf701a09b3a9540ec51555dd1a98291ee7408b121a82b9cc7ab029fb81f46c1" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13447,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="4b007029090940e4ed43d882b86ffeb2d050f240d1af60f28257abee0cfdac4d" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13826,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6741333b1538ec78aabcc2247fe0163c8edbd931e0f9668600768a3e0e188445" 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="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:13856,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="2c164ae15cce2cb75d399d9ec0d349efe8a19a77d12b98c6823e27b3bdac5cc3" title="Topic: scikit-learn" href="/topics/scikit-learn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> scikit-learn </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:84,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b109101bb4837bfa71872d3f91cc233ca504d3e4440b852b496504cb2ef4ce1e" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> python </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6d5abc3bcec58036e59195af83f61e3ccf347b7a4c7ad55a3fef28e9bb031443" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:7510,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="60618c37b7efc95a245811cd58d4018fcb21142756c598b825cd3946f6185627" title="Topic: tutorial" href="/topics/tutorial" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> tutorial </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:9290,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="bbf701a09b3a9540ec51555dd1a98291ee7408b121a82b9cc7ab029fb81f46c1" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> deep-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:12405,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="efaf8027fe46b819a811ce686a9924ddc461bee84c15912497991a37b77a8434" title="Topic: examples" href="/topics/examples" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> examples </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2169,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="6d5abc3bcec58036e59195af83f61e3ccf347b7a4c7ad55a3fef28e9bb031443" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> machine-learning </a> <a data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:2270,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="336fc61234c31575e7d3eefe520725cfc4127f284bce12aaafc1250d61790954" title="Topic: roadmap" href="/topics/roadmap" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> roadmap </a> <a 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data-hydro-click="{&quot;event_type&quot;:&quot;explore.click&quot;,&quot;payload&quot;:{&quot;click_context&quot;:&quot;REPOSITORY_CARD&quot;,&quot;click_target&quot;:&quot;TOPIC&quot;,&quot;click_visual_representation&quot;:&quot;TOPIC_TAG&quot;,&quot;actor_id&quot;:null,&quot;record_id&quot;:1698442,&quot;originating_url&quot;:&quot;https://github.com/topics/machine-learning&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="d14a8faef463f80e2fd0eb3917695ef30fe2563a612e102aa3b0f4104b197209" title="Topic: large-language-models" href="/topics/large-language-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2"> large-language-models </a> <a 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data-action="click:cookie-consent-link#showConsentManagement" data-analytics-event="{&quot;location&quot;:&quot;footer&quot;,&quot;action&quot;:&quot;cookies&quot;,&quot;context&quot;:&quot;subfooter&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;cookies_link_subfooter_footer&quot;}" > Manage cookies </button> </cookie-consent-link> </li> <li class="mx-2"> <cookie-consent-link> <button type="button" class="Link--secondary underline-on-hover border-0 p-0 color-bg-transparent" data-action="click:cookie-consent-link#showConsentManagement" data-analytics-event="{&quot;location&quot;:&quot;footer&quot;,&quot;action&quot;:&quot;dont_share_info&quot;,&quot;context&quot;:&quot;subfooter&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;dont_share_info_link_subfooter_footer&quot;}" > Do not share my personal information </button> </cookie-consent-link> </li> </ul> </nav> </div> </footer> <ghcc-consent id="ghcc" class="position-fixed bottom-0 left-0" style="z-index: 999999" data-initial-cookie-consent-allowed="" data-cookie-consent-required="false"></ghcc-consent> <div id="ajax-error-message" class="ajax-error-message flash flash-error" hidden> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <button type="button" class="flash-close js-ajax-error-dismiss" aria-label="Dismiss error"> <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> You can’t perform that action at this time. </div> <template id="site-details-dialog"> <details class="details-reset details-overlay details-overlay-dark lh-default color-fg-default hx_rsm" open> <summary role="button" 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> </body> </html>

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