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diff --git a/404.html b/404.html
@@ -18,7 +18,7 @@
 
 
       <link rel="icon" href="https://raw.githubusercontent.com/ultralytics/assets/refs/heads/main/logo/favicon-yolo.png">
-      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.5.46">
+      <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.5.47">
 
 
 
@@ -130,7 +130,7 @@
 
 <header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
   <nav class="md-header__inner md-grid" aria-label="Header">
-    <a href="/." title="Ultralytics Handbook" class="md-header__button md-logo" aria-label="Ultralytics Handbook" data-md-component="logo">
+    <a href="https://www.ultralytics.com/" title="Ultralytics Handbook" class="md-header__button md-logo" aria-label="Ultralytics Handbook" data-md-component="logo">
 
   <img src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Reverse.svg" alt="logo">
 
@@ -446,7 +446,7 @@
 
 <nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
   <label class="md-nav__title" for="__drawer">
-    <a href="/." title="Ultralytics Handbook" class="md-nav__button md-logo" aria-label="Ultralytics Handbook" data-md-component="logo">
+    <a href="https://www.ultralytics.com/" title="Ultralytics Handbook" class="md-nav__button md-logo" aria-label="Ultralytics Handbook" data-md-component="logo">
 
   <img src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Reverse.svg" alt="logo">
 
@@ -1050,7 +1050,7 @@ <h1>404 - Not found</h1>
       <div class="md-copyright">
 
     <div class="md-copyright__highlight">
-      <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
+      <a href="https://www.ultralytics.com/" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
     </div>
 
 
@@ -1136,7 +1136,7 @@ <h1>404 - Not found</h1>
 
 
 
-    <a href="https://ultralytics.com/discord" target="_blank" rel="noopener" title="ultralytics.com" class="md-social__link">
+    <a href="https://discord.com/invite/ultralytics" target="_blank" rel="noopener" title="discord.com" class="md-social__link">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512"><!--! Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M524.531 69.836a1.5 1.5 0 0 0-.764-.7A485 485 0 0 0 404.081 32.03a1.82 1.82 0 0 0-1.923.91 338 338 0 0 0-14.9 30.6 447.9 447.9 0 0 0-134.426 0 310 310 0 0 0-15.135-30.6 1.89 1.89 0 0 0-1.924-.91 483.7 483.7 0 0 0-119.688 37.107 1.7 1.7 0 0 0-.788.676C39.068 183.651 18.186 294.69 28.43 404.354a2.02 2.02 0 0 0 .765 1.375 487.7 487.7 0 0 0 146.825 74.189 1.9 1.9 0 0 0 2.063-.676A348 348 0 0 0 208.12 430.4a1.86 1.86 0 0 0-1.019-2.588 321 321 0 0 1-45.868-21.853 1.885 1.885 0 0 1-.185-3.126 251 251 0 0 0 9.109-7.137 1.82 1.82 0 0 1 1.9-.256c96.229 43.917 200.41 43.917 295.5 0a1.81 1.81 0 0 1 1.924.233 235 235 0 0 0 9.132 7.16 1.884 1.884 0 0 1-.162 3.126 301.4 301.4 0 0 1-45.89 21.83 1.875 1.875 0 0 0-1 2.611 391 391 0 0 0 30.014 48.815 1.86 1.86 0 0 0 2.063.7A486 486 0 0 0 610.7 405.729a1.88 1.88 0 0 0 .765-1.352c12.264-126.783-20.532-236.912-86.934-334.541M222.491 337.58c-28.972 0-52.844-26.587-52.844-59.239s23.409-59.241 52.844-59.241c29.665 0 53.306 26.82 52.843 59.239 0 32.654-23.41 59.241-52.843 59.241m195.38 0c-28.971 0-52.843-26.587-52.843-59.239s23.409-59.241 52.843-59.241c29.667 0 53.307 26.82 52.844 59.239 0 32.654-23.177 59.241-52.844 59.241"/></svg>
     </a>
 

diff --git a/community/community-engagement/index.html b/community/community-engagement/index.html
@@ -9,7 +9,7 @@
 <meta content="Ultralytics" name="author"/>
 <link href="https://handbook.ultralytics.com/community/community-engagement/" rel="canonical"/>
 <link href="https://raw.githubusercontent.com/ultralytics/assets/refs/heads/main/logo/favicon-yolo.png" rel="icon"/>
-<meta content="mkdocs-1.6.1, mkdocs-material-9.5.46" name="generator"/>
+<meta content="mkdocs-1.6.1, mkdocs-material-9.5.47" name="generator"/>
 <title>Community Engagement - Ultralytics Handbook</title>
 <link href="../../assets/stylesheets/main.6f8fc17f.min.css" rel="stylesheet"/>
 <link href="../../assets/stylesheets/palette.06af60db.min.css" rel="stylesheet"/>
@@ -56,7 +56,7 @@
 </div>
 <header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
 <nav aria-label="Header" class="md-header__inner md-grid">
-<a aria-label="Ultralytics Handbook" class="md-header__button md-logo" data-md-component="logo" href="../.." title="Ultralytics Handbook">
+<a aria-label="Ultralytics Handbook" class="md-header__button md-logo" data-md-component="logo" href="https://www.ultralytics.com/" title="Ultralytics Handbook">
 <img alt="logo" src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Reverse.svg"/>
 </a>
 <label class="md-header__button md-icon" for="__drawer">
@@ -219,7 +219,7 @@
 <div class="md-sidebar__inner">
 <nav aria-label="Navigation" class="md-nav md-nav--primary md-nav--lifted" data-md-level="0">
 <label class="md-nav__title" for="__drawer">
-<a aria-label="Ultralytics Handbook" class="md-nav__button md-logo" data-md-component="logo" href="../.." title="Ultralytics Handbook">
+<a aria-label="Ultralytics Handbook" class="md-nav__button md-logo" data-md-component="logo" href="https://www.ultralytics.com/" title="Ultralytics Handbook">
 <img alt="logo" src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Reverse.svg"/>
 </a>
     Ultralytics Handbook
@@ -399,10 +399,10 @@ <h2 id="thank-you-to-our-community">Thank You to Our Community 🌍</h2>
 <div class="git-info">
 <div class="dates-container">
 <span class="date-item" title="This page was first created on November 12, 2024">
-<span class="hover-item">📅</span> Created 15 days ago
+<span class="hover-item">📅</span> Created 20 days ago
     </span>
 <span class="date-item" title="This page was last updated on November 12, 2024">
-<span class="hover-item">✏️</span> Updated 15 days ago
+<span class="hover-item">✏️</span> Updated 20 days ago
     </span>
 </div>
 <div class="authors-container">
@@ -432,7 +432,7 @@ <h2 id="thank-you-to-our-community">Thank You to Our Community 🌍</h2>
 <div class="md-footer-meta__inner md-grid">
 <div class="md-copyright">
 <div class="md-copyright__highlight">
-<a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
+<a href="https://www.ultralytics.com/" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
     </div>
 
 
@@ -460,7 +460,7 @@ <h2 id="thank-you-to-our-community">Thank You to Our Community 🌍</h2>
 <a class="md-social__link" href="https://pypi.org/project/ultralytics/" rel="noopener" target="_blank" title="pypi.org">
 <svg viewbox="0 0 448 512" xmlns="http://www.w3.org/2000/svg"><!--! Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.8 200.5c-7.7-30.9-22.3-54.2-53.4-54.2h-40.1v47.4c0 36.8-31.2 67.8-66.8 67.8H172.7c-29.2 0-53.4 25-53.4 54.3v101.8c0 29 25.2 46 53.4 54.3 33.8 9.9 66.3 11.7 106.8 0 26.9-7.8 53.4-23.5 53.4-54.3v-40.7H226.2v-13.6h160.2c31.1 0 42.6-21.7 53.4-54.2 11.2-33.5 10.7-65.7 0-108.6M286.2 404c11.1 0 20.1 9.1 20.1 20.3 0 11.3-9 20.4-20.1 20.4-11 0-20.1-9.2-20.1-20.4.1-11.3 9.1-20.3 20.1-20.3M167.8 248.1h106.8c29.7 0 53.4-24.5 53.4-54.3V91.9c0-29-24.4-50.7-53.4-55.6-35.8-5.9-74.7-5.6-106.8.1-45.2 8-53.4 24.7-53.4 55.6v40.7h106.9v13.6h-147c-31.1 0-58.3 18.7-66.8 54.2-9.8 40.7-10.2 66.1 0 108.6 7.6 31.6 25.7 54.2 56.8 54.2H101v-48.8c0-35.3 30.5-66.4 66.8-66.4m-6.7-142.6c-11.1 0-20.1-9.1-20.1-20.3.1-11.3 9-20.4 20.1-20.4 11 0 20.1 9.2 20.1 20.4s-9 20.3-20.1 20.3"></path></svg>
 </a>
-<a class="md-social__link" href="https://ultralytics.com/discord" rel="noopener" target="_blank" title="ultralytics.com">
+<a class="md-social__link" href="https://discord.com/invite/ultralytics" rel="noopener" target="_blank" title="discord.com">
 <svg viewbox="0 0 640 512" xmlns="http://www.w3.org/2000/svg"><!--! Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M524.531 69.836a1.5 1.5 0 0 0-.764-.7A485 485 0 0 0 404.081 32.03a1.82 1.82 0 0 0-1.923.91 338 338 0 0 0-14.9 30.6 447.9 447.9 0 0 0-134.426 0 310 310 0 0 0-15.135-30.6 1.89 1.89 0 0 0-1.924-.91 483.7 483.7 0 0 0-119.688 37.107 1.7 1.7 0 0 0-.788.676C39.068 183.651 18.186 294.69 28.43 404.354a2.02 2.02 0 0 0 .765 1.375 487.7 487.7 0 0 0 146.825 74.189 1.9 1.9 0 0 0 2.063-.676A348 348 0 0 0 208.12 430.4a1.86 1.86 0 0 0-1.019-2.588 321 321 0 0 1-45.868-21.853 1.885 1.885 0 0 1-.185-3.126 251 251 0 0 0 9.109-7.137 1.82 1.82 0 0 1 1.9-.256c96.229 43.917 200.41 43.917 295.5 0a1.81 1.81 0 0 1 1.924.233 235 235 0 0 0 9.132 7.16 1.884 1.884 0 0 1-.162 3.126 301.4 301.4 0 0 1-45.89 21.83 1.875 1.875 0 0 0-1 2.611 391 391 0 0 0 30.014 48.815 1.86 1.86 0 0 0 2.063.7A486 486 0 0 0 610.7 405.729a1.88 1.88 0 0 0 .765-1.352c12.264-126.783-20.532-236.912-86.934-334.541M222.491 337.58c-28.972 0-52.844-26.587-52.844-59.239s23.409-59.241 52.844-59.241c29.665 0 53.306 26.82 52.843 59.239 0 32.654-23.41 59.241-52.843 59.241m195.38 0c-28.971 0-52.843-26.587-52.843-59.239s23.409-59.241 52.843-59.241c29.667 0 53.307 26.82 52.844 59.239 0 32.654-23.177 59.241-52.844 59.241"></path></svg>
 </a>
 <a class="md-social__link" href="https://reddit.com/r/ultralytics" rel="noopener" target="_blank" title="reddit.com">

diff --git a/community/how-to-contribute/index.html b/community/how-to-contribute/index.html
@@ -9,7 +9,7 @@
 <meta content="Ultralytics" name="author"/>
 <link href="https://handbook.ultralytics.com/community/how-to-contribute/" rel="canonical"/>
 <link href="https://raw.githubusercontent.com/ultralytics/assets/refs/heads/main/logo/favicon-yolo.png" rel="icon"/>
-<meta content="mkdocs-1.6.1, mkdocs-material-9.5.46" name="generator"/>
+<meta content="mkdocs-1.6.1, mkdocs-material-9.5.47" name="generator"/>
 <title>How to Contribute - Ultralytics Handbook</title>
 <link href="../../assets/stylesheets/main.6f8fc17f.min.css" rel="stylesheet"/>
 <link href="../../assets/stylesheets/palette.06af60db.min.css" rel="stylesheet"/>
@@ -56,7 +56,7 @@
 </div>
 <header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
 <nav aria-label="Header" class="md-header__inner md-grid">
-<a aria-label="Ultralytics Handbook" class="md-header__button md-logo" data-md-component="logo" href="../.." title="Ultralytics Handbook">
+<a aria-label="Ultralytics Handbook" class="md-header__button md-logo" data-md-component="logo" href="https://www.ultralytics.com/" title="Ultralytics Handbook">
 <img alt="logo" src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Reverse.svg"/>
 </a>
 <label class="md-header__button md-icon" for="__drawer">
@@ -219,7 +219,7 @@
 <div class="md-sidebar__inner">
 <nav aria-label="Navigation" class="md-nav md-nav--primary md-nav--lifted" data-md-level="0">
 <label class="md-nav__title" for="__drawer">
-<a aria-label="Ultralytics Handbook" class="md-nav__button md-logo" data-md-component="logo" href="../.." title="Ultralytics Handbook">
+<a aria-label="Ultralytics Handbook" class="md-nav__button md-logo" data-md-component="logo" href="https://www.ultralytics.com/" title="Ultralytics Handbook">
 <img alt="logo" src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Reverse.svg"/>
 </a>
     Ultralytics Handbook
@@ -399,10 +399,10 @@ <h2 id="thank-you-to-our-community">Thank You to Our Community 🌍</h2>
 <div class="git-info">
 <div class="dates-container">
 <span class="date-item" title="This page was first created on November 12, 2024">
-<span class="hover-item">📅</span> Created 15 days ago
+<span class="hover-item">📅</span> Created 20 days ago
     </span>
 <span class="date-item" title="This page was last updated on November 12, 2024">
-<span class="hover-item">✏️</span> Updated 15 days ago
+<span class="hover-item">✏️</span> Updated 20 days ago
     </span>
 </div>
 <div class="authors-container">
@@ -432,7 +432,7 @@ <h2 id="thank-you-to-our-community">Thank You to Our Community 🌍</h2>
 <div class="md-footer-meta__inner md-grid">
 <div class="md-copyright">
 <div class="md-copyright__highlight">
-<a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
+<a href="https://www.ultralytics.com/" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
     </div>
 
 
@@ -460,7 +460,7 @@ <h2 id="thank-you-to-our-community">Thank You to Our Community 🌍</h2>
 <a class="md-social__link" href="https://pypi.org/project/ultralytics/" rel="noopener" target="_blank" title="pypi.org">
 <svg viewbox="0 0 448 512" xmlns="http://www.w3.org/2000/svg"><!--! Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.8 200.5c-7.7-30.9-22.3-54.2-53.4-54.2h-40.1v47.4c0 36.8-31.2 67.8-66.8 67.8H172.7c-29.2 0-53.4 25-53.4 54.3v101.8c0 29 25.2 46 53.4 54.3 33.8 9.9 66.3 11.7 106.8 0 26.9-7.8 53.4-23.5 53.4-54.3v-40.7H226.2v-13.6h160.2c31.1 0 42.6-21.7 53.4-54.2 11.2-33.5 10.7-65.7 0-108.6M286.2 404c11.1 0 20.1 9.1 20.1 20.3 0 11.3-9 20.4-20.1 20.4-11 0-20.1-9.2-20.1-20.4.1-11.3 9.1-20.3 20.1-20.3M167.8 248.1h106.8c29.7 0 53.4-24.5 53.4-54.3V91.9c0-29-24.4-50.7-53.4-55.6-35.8-5.9-74.7-5.6-106.8.1-45.2 8-53.4 24.7-53.4 55.6v40.7h106.9v13.6h-147c-31.1 0-58.3 18.7-66.8 54.2-9.8 40.7-10.2 66.1 0 108.6 7.6 31.6 25.7 54.2 56.8 54.2H101v-48.8c0-35.3 30.5-66.4 66.8-66.4m-6.7-142.6c-11.1 0-20.1-9.1-20.1-20.3.1-11.3 9-20.4 20.1-20.4 11 0 20.1 9.2 20.1 20.4s-9 20.3-20.1 20.3"></path></svg>
 </a>
-<a class="md-social__link" href="https://ultralytics.com/discord" rel="noopener" target="_blank" title="ultralytics.com">
+<a class="md-social__link" href="https://discord.com/invite/ultralytics" rel="noopener" target="_blank" title="discord.com">
 <svg viewbox="0 0 640 512" xmlns="http://www.w3.org/2000/svg"><!--! Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M524.531 69.836a1.5 1.5 0 0 0-.764-.7A485 485 0 0 0 404.081 32.03a1.82 1.82 0 0 0-1.923.91 338 338 0 0 0-14.9 30.6 447.9 447.9 0 0 0-134.426 0 310 310 0 0 0-15.135-30.6 1.89 1.89 0 0 0-1.924-.91 483.7 483.7 0 0 0-119.688 37.107 1.7 1.7 0 0 0-.788.676C39.068 183.651 18.186 294.69 28.43 404.354a2.02 2.02 0 0 0 .765 1.375 487.7 487.7 0 0 0 146.825 74.189 1.9 1.9 0 0 0 2.063-.676A348 348 0 0 0 208.12 430.4a1.86 1.86 0 0 0-1.019-2.588 321 321 0 0 1-45.868-21.853 1.885 1.885 0 0 1-.185-3.126 251 251 0 0 0 9.109-7.137 1.82 1.82 0 0 1 1.9-.256c96.229 43.917 200.41 43.917 295.5 0a1.81 1.81 0 0 1 1.924.233 235 235 0 0 0 9.132 7.16 1.884 1.884 0 0 1-.162 3.126 301.4 301.4 0 0 1-45.89 21.83 1.875 1.875 0 0 0-1 2.611 391 391 0 0 0 30.014 48.815 1.86 1.86 0 0 0 2.063.7A486 486 0 0 0 610.7 405.729a1.88 1.88 0 0 0 .765-1.352c12.264-126.783-20.532-236.912-86.934-334.541M222.491 337.58c-28.972 0-52.844-26.587-52.844-59.239s23.409-59.241 52.844-59.241c29.665 0 53.306 26.82 52.843 59.239 0 32.654-23.41 59.241-52.843 59.241m195.38 0c-28.971 0-52.843-26.587-52.843-59.239s23.409-59.241 52.843-59.241c29.667 0 53.307 26.82 52.844 59.239 0 32.654-23.177 59.241-52.844 59.241"></path></svg>
 </a>
 <a class="md-social__link" href="https://reddit.com/r/ultralytics" rel="noopener" target="_blank" title="reddit.com">