From 488166d3354af44f5176d30209f8d4cf5501e127 Mon Sep 17 00:00:00 2001
From: UltralyticsAssistant <web@ultralytics.com>
Date: Tue, 14 Jan 2025 00:30:51 +0000
Subject: [PATCH] Update Docs for 'ultralytics  - ec3ba98'

---
 datasets/detect/brain-tumor/index.html   |   2 +-
 datasets/detect/medical-pills/index.html |   2 +-
 datasets/explorer/explorer/index.html    |  14 +-
 datasets/segment/carparts-seg/index.html |   2 +-
 datasets/segment/package-seg/index.html  |   2 +-
 guides/heatmaps/index.html               |   2 +-
 guides/object-counting/index.html        |   2 +-
 guides/sahi-tiled-inference/index.html   |   2 +-
 guides/trackzone/index.html              |   2 +-
 guides/workouts-monitoring/index.html    |   2 +-
 help/CI/index.html                       |  22 +-
 hub/index.html                           |  14 +-
 index.html                               |  10 +-
 integrations/kaggle/index.html           |   2 +-
 integrations/sony-imx500/index.html      |   2 +-
 sitemap.xml                              | 704 +++++++++++------------
 16 files changed, 393 insertions(+), 393 deletions(-)

diff --git a/datasets/detect/brain-tumor/index.html b/datasets/detect/brain-tumor/index.html
index 9c1a607c6f..5fa7ab3538 100644
--- a/datasets/detect/brain-tumor/index.html
+++ b/datasets/detect/brain-tumor/index.html
@@ -1136,7 +1136,7 @@ <h3 id="where-can-i-find-the-yaml-configuration-for-the-brain-tumor-dataset">Whe
 <span class="hover-item">📅</span> Created 10 months ago
     </span>
 <span class="date-item" title="This page was last updated on January 10, 2025">
-<span class="hover-item">✏️</span> Updated 3 days ago
+<span class="hover-item">✏️</span> Updated 4 days ago
     </span>
 </div>
 <div class="authors-container">
diff --git a/datasets/detect/medical-pills/index.html b/datasets/detect/medical-pills/index.html
index dd0ddae2d4..295170d596 100644
--- a/datasets/detect/medical-pills/index.html
+++ b/datasets/detect/medical-pills/index.html
@@ -1106,7 +1106,7 @@ <h3 id="where-can-i-find-the-yaml-configuration-file-for-the-medical-pills-datas
 <span class="hover-item">📅</span> Created 18 days ago
     </span>
 <span class="date-item" title="This page was last updated on January 10, 2025">
-<span class="hover-item">✏️</span> Updated 3 days ago
+<span class="hover-item">✏️</span> Updated 4 days ago
     </span>
 </div>
 <div class="authors-container">
diff --git a/datasets/explorer/explorer/index.html b/datasets/explorer/explorer/index.html
index 16ca83c87e..8fa522e021 100644
--- a/datasets/explorer/explorer/index.html
+++ b/datasets/explorer/explorer/index.html
@@ -23,7 +23,7 @@
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-<meta content="VOC Exploration Example" name="title"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/all.min.css" rel="stylesheet"/><meta content="Ultralytics Explorer, data exploration, semantic search, vector similarity, SQL queries, AI, natural language queries, machine learning, OpenAI, LLMs, Ultralytics HUB" name="keywords"/><meta content="website" property="og:type"/><meta content="https://docs.ultralytics.com/datasets/explorer/explorer" property="og:url"/><meta content="VOC Exploration Example" property="og:title"/><meta content="Dive into advanced data exploration with Ultralytics Explorer. Perform semantic searches, execute SQL queries, and leverage AI-powered natural language insights for seamless data analysis." property="og:description"/><meta content="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif" property="og:image"/><meta content="summary_large_image" property="twitter:card"/><meta content="https://docs.ultralytics.com/datasets/explorer/explorer" property="twitter:url"/><meta content="VOC Exploration Example" property="twitter:title"/><meta content="Dive into advanced data exploration with Ultralytics Explorer. Perform semantic searches, execute SQL queries, and leverage AI-powered natural language insights for seamless data analysis." property="twitter:description"/><meta content="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif" property="twitter:image"/><script type="application/ld+json">{"@context": "https://schema.org", "@type": "Article", "headline": "VOC Exploration Example", "image": ["https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif"], "datePublished": "2024-12-30 19:07:26 +0500", "dateModified": "2025-01-03 01:16:18 +0500", "author": [{"@type": "Organization", "name": "Ultralytics", "url": "https://ultralytics.com/"}], "abstract": "Dive into advanced data exploration with Ultralytics Explorer. Perform semantic searches, execute SQL queries, and leverage AI-powered natural language insights for seamless data analysis."}</script></head>
+<meta content="VOC Exploration Example" name="title"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/all.min.css" rel="stylesheet"/><meta content="Ultralytics Explorer, data exploration, semantic search, vector similarity, SQL queries, AI, natural language queries, machine learning, OpenAI, LLMs, Ultralytics HUB" name="keywords"/><meta content="website" property="og:type"/><meta content="https://docs.ultralytics.com/datasets/explorer/explorer" property="og:url"/><meta content="VOC Exploration Example" property="og:title"/><meta content="Dive into advanced data exploration with Ultralytics Explorer. Perform semantic searches, execute SQL queries, and leverage AI-powered natural language insights for seamless data analysis." property="og:description"/><meta content="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif" property="og:image"/><meta content="summary_large_image" property="twitter:card"/><meta content="https://docs.ultralytics.com/datasets/explorer/explorer" property="twitter:url"/><meta content="VOC Exploration Example" property="twitter:title"/><meta content="Dive into advanced data exploration with Ultralytics Explorer. Perform semantic searches, execute SQL queries, and leverage AI-powered natural language insights for seamless data analysis." property="twitter:description"/><meta content="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif" property="twitter:image"/><script type="application/ld+json">{"@context": "https://schema.org", "@type": "Article", "headline": "VOC Exploration Example", "image": ["https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif"], "datePublished": "2024-12-30 19:07:26 +0500", "dateModified": "2025-01-14 01:27:41 +0100", "author": [{"@type": "Organization", "name": "Ultralytics", "url": "https://ultralytics.com/"}], "abstract": "Dive into advanced data exploration with Ultralytics Explorer. Perform semantic searches, execute SQL queries, and leverage AI-powered natural language insights for seamless data analysis."}</script></head>
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 <input autocomplete="off" class="md-toggle" data-md-toggle="drawer" id="__drawer" type="checkbox"/>
 <input autocomplete="off" class="md-toggle" data-md-toggle="search" id="__search" type="checkbox"/>
@@ -854,7 +854,7 @@ <h1 id="voc-exploration-example">VOC Exploration Example</h1>
 <a href="https://docs.ultralytics.com/ar">العربية</a>
 <br/>
 <br/>
-<a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml"><img alt="Ultralytics CI" src="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml/badge.svg"/></a>
+<a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml"><img alt="Ultralytics CI" src="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg"/></a>
 <a href="https://pepy.tech/projects/ultralytics"><img alt="Ultralytics Downloads" src="https://static.pepy.tech/badge/ultralytics"/></a>
 <a href="https://zenodo.org/badge/latestdoi/264818686"><img alt="Ultralytics YOLO Citation" src="https://zenodo.org/badge/264818686.svg"/></a>
 <a href="https://discord.com/invite/ultralytics"><img alt="Ultralytics Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&amp;logoColor=white&amp;label=Discord&amp;color=blue"/></a>
@@ -1030,17 +1030,17 @@ <h3 id="similarity-index">Similarity Index</h3>
 <span class="date-item" title="This page was first created on December 30, 2024">
 <span class="hover-item">📅</span> Created 14 days ago
     </span>
-<span class="date-item" title="This page was last updated on January 03, 2025">
-<span class="hover-item">✏️</span> Updated 11 days ago
+<span class="date-item" title="This page was last updated on January 14, 2025">
+<span class="hover-item">✏️</span> Updated 0 days ago
     </span>
 </div>
 <div class="authors-container">
+<a class="author-link" href="https://github.com/glenn-jocher" title="glenn-jocher (2 changes)">
+<img alt="glenn-jocher" class="hover-item" loading="lazy" src="https://avatars.githubusercontent.com/u/26833433?v=4&amp;s=96"/>
+</a>
 <a class="author-link" href="https://github.com/RizwanMunawar" title="RizwanMunawar (2 changes)">
 <img alt="RizwanMunawar" class="hover-item" loading="lazy" src="https://avatars.githubusercontent.com/u/62513924?v=4&amp;s=96"/>
 </a>
-<a class="author-link" href="https://github.com/glenn-jocher" title="glenn-jocher (1 change)">
-<img alt="glenn-jocher" class="hover-item" loading="lazy" src="https://avatars.githubusercontent.com/u/26833433?v=4&amp;s=96"/>
-</a>
 </div></div><div class="share-buttons">
 <button class="share-button hover-item" onclick="window.open('https://twitter.com/intent/tweet?url=https://docs.ultralytics.com/datasets/explorer/explorer', 'TwitterShare', 'width=550,height=680,menubar=no,toolbar=no'); return false;">
 <i class="fa-brands fa-x-twitter"></i> Tweet
diff --git a/datasets/segment/carparts-seg/index.html b/datasets/segment/carparts-seg/index.html
index 4ab6020995..3f8f194240 100644
--- a/datasets/segment/carparts-seg/index.html
+++ b/datasets/segment/carparts-seg/index.html
@@ -1149,7 +1149,7 @@ <h3 id="why-should-i-use-the-carparts-segmentation-dataset">Why should I use the
 <span class="hover-item">📅</span> Created 11 months ago
     </span>
 <span class="date-item" title="This page was last updated on January 10, 2025">
-<span class="hover-item">✏️</span> Updated 3 days ago
+<span class="hover-item">✏️</span> Updated 4 days ago
     </span>
 </div>
 <div class="authors-container">
diff --git a/datasets/segment/package-seg/index.html b/datasets/segment/package-seg/index.html
index 9b287e92fe..bc5563e6e5 100644
--- a/datasets/segment/package-seg/index.html
+++ b/datasets/segment/package-seg/index.html
@@ -1115,7 +1115,7 @@ <h3 id="how-can-i-access-and-use-the-package-segyaml-file-for-the-package-segmen
 <span class="hover-item">📅</span> Created 11 months ago
     </span>
 <span class="date-item" title="This page was last updated on January 10, 2025">
-<span class="hover-item">✏️</span> Updated 3 days ago
+<span class="hover-item">✏️</span> Updated 4 days ago
     </span>
 </div>
 <div class="authors-container">
diff --git a/guides/heatmaps/index.html b/guides/heatmaps/index.html
index 454f170975..81e050625b 100644
--- a/guides/heatmaps/index.html
+++ b/guides/heatmaps/index.html
@@ -1070,7 +1070,7 @@ <h3 id="why-should-businesses-choose-ultralytics-yolo11-for-heatmap-generation-i
 <span class="hover-item">📅</span> Created 1 year ago
     </span>
 <span class="date-item" title="This page was last updated on January 10, 2025">
-<span class="hover-item">✏️</span> Updated 3 days ago
+<span class="hover-item">✏️</span> Updated 4 days ago
     </span>
 </div>
 <div class="authors-container">
diff --git a/guides/object-counting/index.html b/guides/object-counting/index.html
index 901edcad17..964ac12585 100644
--- a/guides/object-counting/index.html
+++ b/guides/object-counting/index.html
@@ -995,7 +995,7 @@ <h3 id="can-i-use-yolo11-for-advanced-applications-like-crowd-analysis-and-traff
 <span class="hover-item">📅</span> Created 1 year ago
     </span>
 <span class="date-item" title="This page was last updated on January 10, 2025">
-<span class="hover-item">✏️</span> Updated 3 days ago
+<span class="hover-item">✏️</span> Updated 4 days ago
     </span>
 </div>
 <div class="authors-container">
diff --git a/guides/sahi-tiled-inference/index.html b/guides/sahi-tiled-inference/index.html
index f5574e5015..4f14b3d807 100644
--- a/guides/sahi-tiled-inference/index.html
+++ b/guides/sahi-tiled-inference/index.html
@@ -1254,7 +1254,7 @@ <h3 id="how-do-i-handle-large-scale-inference-projects-using-yolo11-and-sahi">Ho
 <span class="hover-item">📅</span> Created 1 year ago
     </span>
 <span class="date-item" title="This page was last updated on January 10, 2025">
-<span class="hover-item">✏️</span> Updated 3 days ago
+<span class="hover-item">✏️</span> Updated 4 days ago
     </span>
 </div>
 <div class="authors-container">
diff --git a/guides/trackzone/index.html b/guides/trackzone/index.html
index 284b48760a..57d1fe672a 100644
--- a/guides/trackzone/index.html
+++ b/guides/trackzone/index.html
@@ -899,7 +899,7 @@ <h3 id="how-do-i-configure-the-zone-points-for-video-processing-using-ultralytic
 <span class="hover-item">📅</span> Created 1 month ago
     </span>
 <span class="date-item" title="This page was last updated on January 10, 2025">
-<span class="hover-item">✏️</span> Updated 3 days ago
+<span class="hover-item">✏️</span> Updated 4 days ago
     </span>
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diff --git a/guides/workouts-monitoring/index.html b/guides/workouts-monitoring/index.html
index f7efa65d3a..b5074e3fcc 100644
--- a/guides/workouts-monitoring/index.html
+++ b/guides/workouts-monitoring/index.html
@@ -1105,7 +1105,7 @@ <h3 id="how-can-i-save-the-workout-monitoring-output-using-ultralytics-yolo11">H
 <span class="hover-item">📅</span> Created 1 year ago
     </span>
 <span class="date-item" title="This page was last updated on January 10, 2025">
-<span class="hover-item">✏️</span> Updated 3 days ago
+<span class="hover-item">✏️</span> Updated 4 days ago
     </span>
 </div>
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diff --git a/help/CI/index.html b/help/CI/index.html
index fc9585b1d4..e75635ea2b 100644
--- a/help/CI/index.html
+++ b/help/CI/index.html
@@ -23,7 +23,7 @@
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+<meta content="Continuous Integration (CI) Guide" name="title"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/all.min.css" rel="stylesheet"/><meta content="Ultralytics, Continuous Integration, CI, Docker deployment, CodeQL, PyPI publishing, code quality, automated testing" name="keywords"/><meta content="website" property="og:type"/><meta content="https://docs.ultralytics.com/help/CI" property="og:url"/><meta content="Continuous Integration (CI) Guide" property="og:title"/><meta content="Learn about Ultralytics CI actions, Docker deployment, broken link checks, CodeQL analysis, and PyPI publishing to ensure high-quality code." property="og:description"/><meta content="https://github.com/ultralytics/yolov3/actions/workflows/ci-testing.yml/badge.svg" property="og:image"/><meta content="summary_large_image" property="twitter:card"/><meta content="https://docs.ultralytics.com/help/CI" property="twitter:url"/><meta content="Continuous Integration (CI) Guide" property="twitter:title"/><meta content="Learn about Ultralytics CI actions, Docker deployment, broken link checks, CodeQL analysis, and PyPI publishing to ensure high-quality code." property="twitter:description"/><meta content="https://github.com/ultralytics/yolov3/actions/workflows/ci-testing.yml/badge.svg" property="twitter:image"/><script type="application/ld+json">{"@context": "https://schema.org", "@type": ["Article", "FAQPage"], "headline": "Continuous Integration (CI) Guide", "image": ["https://github.com/ultralytics/yolov3/actions/workflows/ci-testing.yml/badge.svg"], "datePublished": "2023-11-12 02:49:37 +0100", "dateModified": "2025-01-14 01:27:41 +0100", "author": [{"@type": "Organization", "name": "Ultralytics", "url": "https://ultralytics.com/"}], "abstract": "Learn about Ultralytics CI actions, Docker deployment, broken link checks, CodeQL analysis, and PyPI publishing to ensure high-quality code.", "mainEntity": [{"@type": "Question", "name": "What is Continuous Integration (CI) in Ultralytics?", "acceptedAnswer": {"@type": "Answer", "text": "Continuous Integration (CI) in Ultralytics involves automatically integrating and testing code changes to ensure high-quality standards. Our CI setup includes running unit tests, linting checks, and comprehensive tests. Additionally, we perform Docker deployment, broken link checks, CodeQL analysis for security vulnerabilities, and PyPI publishing to package and distribute our software."}}, {"@type": "Question", "name": "How does Ultralytics check for broken links in documentation and code?", "acceptedAnswer": {"@type": "Answer", "text": "Ultralytics uses a specific CI action to check for broken links within our markdown and HTML files. This helps maintain the integrity of our documentation by scanning and identifying dead or broken links, ensuring that users always have access to accurate and live resources."}}, {"@type": "Question", "name": "Why is CodeQL analysis important for Ultralytics' codebase?", "acceptedAnswer": {"@type": "Answer", "text": "CodeQL analysis is crucial for Ultralytics as it performs semantic code analysis to find potential security vulnerabilities and maintain high-quality standards. With CodeQL, we can proactively identify and mitigate risks in our code, helping us deliver robust and secure software solutions."}}, {"@type": "Question", "name": "How does Ultralytics utilize Docker for deployment?", "acceptedAnswer": {"@type": "Answer", "text": "Ultralytics employs Docker to validate the deployment of our projects through a dedicated CI action. This process ensures that our Dockerfile and associated scripts are functioning correctly, allowing for consistent and reproducible deployment environments which are critical for scalable and reliable AI solutions."}}, {"@type": "Question", "name": "What is the role of automated PyPI publishing in Ultralytics?", "acceptedAnswer": {"@type": "Answer", "text": "Automated PyPI publishing ensures that our projects can be packaged and published without errors. This step is essential for distributing Ultralytics' Python packages, allowing users to easily install and use our tools via the Python Package Index (PyPI)."}}, {"@type": "Question", "name": "How does Ultralytics measure code coverage and why is it important?", "acceptedAnswer": {"@type": "Answer", "text": "Ultralytics measures code coverage by integrating with Codecov, providing insights into how much of the codebase is executed during tests. High code coverage can indicate well-tested code, helping to uncover untested areas that might be prone to bugs. Detailed code coverage metrics can be explored via badges displayed on our main repositories or directly on Codecov."}}]}</script></head>
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@@ -668,8 +668,8 @@ <h1 id="continuous-integration-ci">Continuous Integration (CI)</h1>
 <h2 id="ci-actions">CI Actions</h2>
 <p>Here's a brief description of our CI actions:</p>
 <ul>
-<li><strong><a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml">CI</a>:</strong> This is our primary CI test that involves running unit tests, linting checks, and sometimes more comprehensive tests depending on the repository.</li>
-<li><strong><a href="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yaml">Docker Deployment</a>:</strong> This test checks the deployment of the project using Docker to ensure the Dockerfile and related scripts are working correctly.</li>
+<li><strong><a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml">CI</a>:</strong> This is our primary CI test that involves running unit tests, linting checks, and sometimes more comprehensive tests depending on the repository.</li>
+<li><strong><a href="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yml">Docker Deployment</a>:</strong> This test checks the deployment of the project using Docker to ensure the Dockerfile and related scripts are working correctly.</li>
 <li><strong><a href="https://github.com/ultralytics/ultralytics/actions/workflows/links.yml">Broken Links</a>:</strong> This test scans the codebase for any broken or dead links in our markdown or HTML files.</li>
 <li><strong><a href="https://github.com/ultralytics/ultralytics/actions/workflows/codeql.yaml">CodeQL</a>:</strong> CodeQL is a tool from GitHub that performs semantic analysis on our code, helping to find potential security vulnerabilities and maintain high-quality code.</li>
 <li><strong><a href="https://github.com/ultralytics/ultralytics/actions/workflows/publish.yml">PyPI Publishing</a>:</strong> This test checks if the project can be packaged and published to PyPi without any errors.</li>
@@ -706,8 +706,8 @@ <h3 id="ci-results">CI Results</h3>
 </tr>
 <tr>
 <td><a href="https://github.com/ultralytics/ultralytics">ultralytics</a></td>
-<td><a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml"><img alt="ultralytics CI" src="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml/badge.svg"/></a></td>
-<td><a href="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yaml"><img alt="Publish Docker Images" src="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yaml/badge.svg"/></a></td>
+<td><a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml"><img alt="ultralytics CI" src="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg"/></a></td>
+<td><a href="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yml"><img alt="Publish Docker Images" src="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yml/badge.svg"/></a></td>
 <td><a href="https://github.com/ultralytics/ultralytics/actions/workflows/links.yml"><img alt="Check Broken links" src="https://github.com/ultralytics/ultralytics/actions/workflows/links.yml/badge.svg"/></a></td>
 <td><a href="https://github.com/ultralytics/ultralytics/actions/workflows/github-code-scanning/codeql"><img alt="CodeQL" src="https://github.com/ultralytics/ultralytics/actions/workflows/github-code-scanning/codeql/badge.svg"/></a></td>
 <td><a href="https://github.com/ultralytics/ultralytics/actions/workflows/publish.yml"><img alt="Publish to PyPI and Deploy Docs" src="https://github.com/ultralytics/ultralytics/actions/workflows/publish.yml/badge.svg"/></a></td>
@@ -722,7 +722,7 @@ <h3 id="ci-results">CI Results</h3>
 </tr>
 <tr>
 <td><a href="https://github.com/ultralytics/hub">hub</a></td>
-<td><a href="https://github.com/ultralytics/hub/actions/workflows/ci.yaml"><img alt="HUB CI" src="https://github.com/ultralytics/hub/actions/workflows/ci.yaml/badge.svg"/></a></td>
+<td><a href="https://github.com/ultralytics/hub/actions/workflows/ci.yml"><img alt="HUB CI" src="https://github.com/ultralytics/hub/actions/workflows/ci.yml/badge.svg"/></a></td>
 <td></td>
 <td><a href="https://github.com/ultralytics/hub/actions/workflows/links.yml"><img alt="Check Broken links" src="https://github.com/ultralytics/hub/actions/workflows/links.yml/badge.svg"/></a></td>
 <td></td>
@@ -800,13 +800,13 @@ <h3 id="coverage-results">Coverage Results</h3>
 </a></p>
 <h2 id="faq">FAQ</h2>
 <h3 id="what-is-continuous-integration-ci-in-ultralytics">What is Continuous Integration (CI) in Ultralytics?</h3>
-<p>Continuous Integration (CI) in Ultralytics involves automatically integrating and testing code changes to ensure high-quality standards. Our CI setup includes running <a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml">unit tests, linting checks, and comprehensive tests</a>. Additionally, we perform <a href="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yaml">Docker deployment</a>, <a href="https://github.com/ultralytics/ultralytics/actions/workflows/links.yml">broken link checks</a>, <a href="https://github.com/ultralytics/ultralytics/actions/workflows/codeql.yaml">CodeQL analysis</a> for security vulnerabilities, and <a href="https://github.com/ultralytics/ultralytics/actions/workflows/publish.yml">PyPI publishing</a> to package and distribute our software.</p>
+<p>Continuous Integration (CI) in Ultralytics involves automatically integrating and testing code changes to ensure high-quality standards. Our CI setup includes running <a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml">unit tests, linting checks, and comprehensive tests</a>. Additionally, we perform <a href="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yml">Docker deployment</a>, <a href="https://github.com/ultralytics/ultralytics/actions/workflows/links.yml">broken link checks</a>, <a href="https://github.com/ultralytics/ultralytics/actions/workflows/codeql.yaml">CodeQL analysis</a> for security vulnerabilities, and <a href="https://github.com/ultralytics/ultralytics/actions/workflows/publish.yml">PyPI publishing</a> to package and distribute our software.</p>
 <h3 id="how-does-ultralytics-check-for-broken-links-in-documentation-and-code">How does Ultralytics check for broken links in documentation and code?</h3>
 <p>Ultralytics uses a specific CI action to <a href="https://github.com/ultralytics/ultralytics/actions/workflows/links.yml">check for broken links</a> within our markdown and HTML files. This helps maintain the integrity of our documentation by scanning and identifying dead or broken links, ensuring that users always have access to accurate and live resources.</p>
 <h3 id="why-is-codeql-analysis-important-for-ultralytics-codebase">Why is CodeQL analysis important for Ultralytics' codebase?</h3>
 <p><a href="https://github.com/ultralytics/ultralytics/actions/workflows/codeql.yaml">CodeQL analysis</a> is crucial for Ultralytics as it performs semantic code analysis to find potential security vulnerabilities and maintain high-quality standards. With CodeQL, we can proactively identify and mitigate risks in our code, helping us deliver robust and secure software solutions.</p>
 <h3 id="how-does-ultralytics-utilize-docker-for-deployment">How does Ultralytics utilize Docker for deployment?</h3>
-<p>Ultralytics employs Docker to validate the deployment of our projects through a dedicated CI action. This process ensures that our <a href="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yaml">Dockerfile and associated scripts</a> are functioning correctly, allowing for consistent and reproducible deployment environments which are critical for scalable and reliable AI solutions.</p>
+<p>Ultralytics employs Docker to validate the deployment of our projects through a dedicated CI action. This process ensures that our <a href="https://github.com/ultralytics/ultralytics/actions/workflows/docker.yml">Dockerfile and associated scripts</a> are functioning correctly, allowing for consistent and reproducible deployment environments which are critical for scalable and reliable AI solutions.</p>
 <h3 id="what-is-the-role-of-automated-pypi-publishing-in-ultralytics">What is the role of automated PyPI publishing in Ultralytics?</h3>
 <p>Automated <a href="https://github.com/ultralytics/ultralytics/actions/workflows/publish.yml">PyPI publishing</a> ensures that our projects can be packaged and published without errors. This step is essential for distributing Ultralytics' Python packages, allowing users to easily install and use our tools via the Python Package Index (PyPI).</p>
 <h3 id="how-does-ultralytics-measure-code-coverage-and-why-is-it-important">How does Ultralytics measure code coverage and why is it important?</h3>
@@ -816,12 +816,12 @@ <h3 id="how-does-ultralytics-measure-code-coverage-and-why-is-it-important">How
 <span class="date-item" title="This page was first created on November 12, 2023">
 <span class="hover-item">📅</span> Created 1 year ago
     </span>
-<span class="date-item" title="This page was last updated on November 25, 2024">
-<span class="hover-item">✏️</span> Updated 1 month ago
+<span class="date-item" title="This page was last updated on January 14, 2025">
+<span class="hover-item">✏️</span> Updated 0 days ago
     </span>
 </div>
 <div class="authors-container">
-<a class="author-link" href="https://github.com/glenn-jocher" title="glenn-jocher (11 changes)">
+<a class="author-link" href="https://github.com/glenn-jocher" title="glenn-jocher (12 changes)">
 <img alt="glenn-jocher" class="hover-item" loading="lazy" src="https://avatars.githubusercontent.com/u/26833433?v=4&amp;s=96"/>
 </a>
 <a class="author-link" href="https://github.com/pderrenger" title="pderrenger (1 change)">
diff --git a/hub/index.html b/hub/index.html
index 6bf3833050..7b9927654d 100644
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@@ -656,7 +656,7 @@ <h1 id="ultralytics-hub">Ultralytics HUB</h1>
 <a href="https://docs.ultralytics.com/ar/hub/">العربية</a>
 <br/>
 <br/>
-<a href="https://github.com/ultralytics/hub/actions/workflows/ci.yaml"><img alt="CI CPU" src="https://github.com/ultralytics/hub/actions/workflows/ci.yaml/badge.svg"/></a> <a href="https://colab.research.google.com/github/ultralytics/hub/blob/main/hub.ipynb"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg"/></a> <a href="https://discord.com/invite/ultralytics"><img alt="Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&amp;logoColor=white&amp;label=Discord&amp;color=blue"/></a> <a href="https://community.ultralytics.com/"><img alt="Ultralytics Forums" src="https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&amp;logo=discourse&amp;label=Forums&amp;color=blue"/></a> <a href="https://reddit.com/r/ultralytics"><img alt="Ultralytics Reddit" src="https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&amp;logo=reddit&amp;logoColor=white&amp;label=Reddit&amp;color=blue"/></a>
+<a href="https://github.com/ultralytics/hub/actions/workflows/ci.yml"><img alt="CI CPU" src="https://github.com/ultralytics/hub/actions/workflows/ci.yml/badge.svg"/></a> <a href="https://colab.research.google.com/github/ultralytics/hub/blob/main/hub.ipynb"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg"/></a> <a href="https://discord.com/invite/ultralytics"><img alt="Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&amp;logoColor=white&amp;label=Discord&amp;color=blue"/></a> <a href="https://community.ultralytics.com/"><img alt="Ultralytics Forums" src="https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&amp;logo=discourse&amp;label=Forums&amp;color=blue"/></a> <a href="https://reddit.com/r/ultralytics"><img alt="Ultralytics Reddit" src="https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&amp;logo=reddit&amp;logoColor=white&amp;label=Reddit&amp;color=blue"/></a>
 </div>
 <p>👋 Hello from the <a href="https://www.ultralytics.com/">Ultralytics</a> Team! We've been working hard these last few months to launch <a href="https://www.ultralytics.com/hub">Ultralytics HUB</a>, a new web tool for training and deploying all your YOLOv5 and YOLOv8 🚀 models from one spot!</p>
 <p>We hope that the resources here will help you get the most out of HUB. Please browse the HUB <a href="https://docs.ultralytics.com/">Docs</a> for details, raise an issue on <a href="https://github.com/ultralytics/hub/issues/new/choose">GitHub</a> for support, and join our <a href="https://discord.com/invite/ultralytics">Discord</a> community for questions and discussions!</p>
@@ -746,20 +746,20 @@ <h3 id="what-integrations-are-available-with-ultralytics-hub">What integrations
 <span class="date-item" title="This page was first created on November 12, 2023">
 <span class="hover-item">📅</span> Created 1 year ago
     </span>
-<span class="date-item" title="This page was last updated on December 12, 2024">
-<span class="hover-item">✏️</span> Updated 1 month ago
+<span class="date-item" title="This page was last updated on January 14, 2025">
+<span class="hover-item">✏️</span> Updated 0 days ago
     </span>
 </div>
 <div class="authors-container">
+<a class="author-link" href="https://github.com/glenn-jocher" title="glenn-jocher (21 changes)">
+<img alt="glenn-jocher" class="hover-item" loading="lazy" src="https://avatars.githubusercontent.com/u/26833433?v=4&amp;s=96"/>
+</a>
 <a class="author-link" href="https://github.com/RizwanMunawar" title="RizwanMunawar (2 changes)">
 <img alt="RizwanMunawar" class="hover-item" loading="lazy" src="https://avatars.githubusercontent.com/u/62513924?v=4&amp;s=96"/>
 </a>
 <a class="author-link" href="https://github.com/pderrenger" title="pderrenger (1 change)">
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-<a class="author-link" href="https://github.com/glenn-jocher" title="glenn-jocher (20 changes)">
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-</a>
 <a class="author-link" href="https://github.com/UltralyticsAssistant" title="UltralyticsAssistant (1 change)">
 <img alt="UltralyticsAssistant" class="hover-item" loading="lazy" src="https://avatars.githubusercontent.com/u/135830346?v=4&amp;s=96"/>
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diff --git a/index.html b/index.html
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-<meta content="Home" name="title"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/all.min.css" rel="stylesheet"/><meta content="Ultralytics, YOLO, YOLO11, object detection, image segmentation, deep learning, computer vision, AI, machine learning, documentation, tutorial" name="keywords"/><meta content="website" property="og:type"/><meta content="https://docs.ultralytics.com/" property="og:url"/><meta content="Home" property="og:title"/><meta content="Discover Ultralytics YOLO - the latest in real-time object detection and image segmentation. Learn its features and maximize its potential in your projects." property="og:description"/><meta content="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif" property="og:image"/><meta content="summary_large_image" property="twitter:card"/><meta content="https://docs.ultralytics.com/" property="twitter:url"/><meta content="Home" property="twitter:title"/><meta content="Discover Ultralytics YOLO - the latest in real-time object detection and image segmentation. Learn its features and maximize its potential in your projects." property="twitter:description"/><meta content="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif" property="twitter:image"/><script type="application/ld+json">{"@context": "https://schema.org", "@type": ["Article", "FAQPage"], "headline": "Home", "image": ["https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif"], "datePublished": "2023-11-12 02:49:37 +0100", "dateModified": "2025-01-07 10:12:58 +0100", "author": [{"@type": "Organization", "name": "Ultralytics", "url": "https://ultralytics.com/"}], "abstract": "Discover Ultralytics YOLO - the latest in real-time object detection and image segmentation. Learn its features and maximize its potential in your projects.", "mainEntity": [{"@type": "Question", "name": "What is Ultralytics YOLO and how does it improve object detection?", "acceptedAnswer": {"@type": "Answer", "text": "Ultralytics YOLO is the latest advancement in the acclaimed YOLO (You Only Look Once) series for real-time object detection and image segmentation. It builds on previous versions by introducing new features and improvements for enhanced performance, flexibility, and efficiency. YOLO supports various vision AI tasks such as detection, segmentation, pose estimation, tracking, and classification. Its state-of-the-art architecture ensures superior speed and accuracy, making it suitable for diverse applications, including edge devices and cloud APIs."}}, {"@type": "Question", "name": "How can I get started with YOLO installation and setup?", "acceptedAnswer": {"@type": "Answer", "text": "Getting started with YOLO is quick and straightforward. You can install the Ultralytics package using pip and get up and running in minutes. Here's a basic installation command: For a comprehensive step-by-step guide, visit our quickstart guide. This resource will help you with installation instructions, initial setup, and running your first model."}}, {"@type": "Question", "name": "How can I train a custom YOLO model on my dataset?", "acceptedAnswer": {"@type": "Answer", "text": "Training a custom YOLO model on your dataset involves a few detailed steps: Here's example code for the Object Detection Task: For a detailed walkthrough, check out our Train a Model guide, which includes examples and tips for optimizing your training process."}}, {"@type": "Question", "name": "What are the licensing options available for Ultralytics YOLO?", "acceptedAnswer": {"@type": "Answer", "text": "Ultralytics offers two licensing options for YOLO: For more details, visit our Licensing page."}}, {"@type": "Question", "name": "How can Ultralytics YOLO be used for real-time object tracking?", "acceptedAnswer": {"@type": "Answer", "text": "Ultralytics YOLO supports efficient and customizable multi-object tracking. To utilize tracking capabilities, you can use the yolo track command as shown below: For a detailed guide on setting up and running object tracking, check our tracking mode documentation, which explains the configuration and practical applications in real-time scenarios."}}]}</script></head>
+<meta content="Home" name="title"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/all.min.css" rel="stylesheet"/><meta content="Ultralytics, YOLO, YOLO11, object detection, image segmentation, deep learning, computer vision, AI, machine learning, documentation, tutorial" name="keywords"/><meta content="website" property="og:type"/><meta content="https://docs.ultralytics.com/" property="og:url"/><meta content="Home" property="og:title"/><meta content="Discover Ultralytics YOLO - the latest in real-time object detection and image segmentation. Learn its features and maximize its potential in your projects." property="og:description"/><meta content="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif" property="og:image"/><meta content="summary_large_image" property="twitter:card"/><meta content="https://docs.ultralytics.com/" property="twitter:url"/><meta content="Home" property="twitter:title"/><meta content="Discover Ultralytics YOLO - the latest in real-time object detection and image segmentation. Learn its features and maximize its potential in your projects." property="twitter:description"/><meta content="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif" property="twitter:image"/><script type="application/ld+json">{"@context": "https://schema.org", "@type": ["Article", "FAQPage"], "headline": "Home", "image": ["https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-banner.avif"], "datePublished": "2023-11-12 02:49:37 +0100", "dateModified": "2025-01-14 01:27:41 +0100", "author": [{"@type": "Organization", "name": "Ultralytics", "url": "https://ultralytics.com/"}], "abstract": "Discover Ultralytics YOLO - the latest in real-time object detection and image segmentation. Learn its features and maximize its potential in your projects.", "mainEntity": [{"@type": "Question", "name": "What is Ultralytics YOLO and how does it improve object detection?", "acceptedAnswer": {"@type": "Answer", "text": "Ultralytics YOLO is the latest advancement in the acclaimed YOLO (You Only Look Once) series for real-time object detection and image segmentation. It builds on previous versions by introducing new features and improvements for enhanced performance, flexibility, and efficiency. YOLO supports various vision AI tasks such as detection, segmentation, pose estimation, tracking, and classification. Its state-of-the-art architecture ensures superior speed and accuracy, making it suitable for diverse applications, including edge devices and cloud APIs."}}, {"@type": "Question", "name": "How can I get started with YOLO installation and setup?", "acceptedAnswer": {"@type": "Answer", "text": "Getting started with YOLO is quick and straightforward. You can install the Ultralytics package using pip and get up and running in minutes. Here's a basic installation command: For a comprehensive step-by-step guide, visit our quickstart guide. This resource will help you with installation instructions, initial setup, and running your first model."}}, {"@type": "Question", "name": "How can I train a custom YOLO model on my dataset?", "acceptedAnswer": {"@type": "Answer", "text": "Training a custom YOLO model on your dataset involves a few detailed steps: Here's example code for the Object Detection Task: For a detailed walkthrough, check out our Train a Model guide, which includes examples and tips for optimizing your training process."}}, {"@type": "Question", "name": "What are the licensing options available for Ultralytics YOLO?", "acceptedAnswer": {"@type": "Answer", "text": "Ultralytics offers two licensing options for YOLO: For more details, visit our Licensing page."}}, {"@type": "Question", "name": "How can Ultralytics YOLO be used for real-time object tracking?", "acceptedAnswer": {"@type": "Answer", "text": "Ultralytics YOLO supports efficient and customizable multi-object tracking. To utilize tracking capabilities, you can use the yolo track command as shown below: For a detailed guide on setting up and running object tracking, check our tracking mode documentation, which explains the configuration and practical applications in real-time scenarios."}}]}</script></head>
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 <br/>
 <br/>
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 <span class="date-item" title="This page was first created on November 12, 2023">
 <span class="hover-item">📅</span> Created 1 year ago
     </span>
-<span class="date-item" title="This page was last updated on January 07, 2025">
-<span class="hover-item">✏️</span> Updated 6 days ago
+<span class="date-item" title="This page was last updated on January 14, 2025">
+<span class="hover-item">✏️</span> Updated 0 days ago
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 </div>
 <div class="authors-container">
-<a class="author-link" href="https://github.com/glenn-jocher" title="glenn-jocher (25 changes)">
+<a class="author-link" href="https://github.com/glenn-jocher" title="glenn-jocher (26 changes)">
 <img alt="glenn-jocher" class="hover-item" loading="lazy" src="https://avatars.githubusercontent.com/u/26833433?v=4&amp;s=96"/>
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 <div class="dates-container">
 <span class="date-item" title="This page was first created on July 18, 2024">
-<span class="hover-item">📅</span> Created 5 months ago
+<span class="hover-item">📅</span> Created 6 months ago
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 <span class="date-item" title="This page was last updated on December 29, 2024">
 <span class="hover-item">✏️</span> Updated 15 days ago
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 <span class="hover-item">📅</span> Created 2 months ago
     </span>
 <span class="date-item" title="This page was last updated on December 31, 2024">
-<span class="hover-item">✏️</span> Updated 13 days ago
+<span class="hover-item">✏️</span> Updated 14 days ago
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-         <lastmod>2025-01-13</lastmod>
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     <url>
          <loc>https://docs.ultralytics.com/datasets/classify/cifar10/</loc>
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          <loc>https://docs.ultralytics.com/datasets/classify/cifar100/</loc>
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     </url>
     <url>
          <loc>https://docs.ultralytics.com/datasets/classify/imagewoof/</loc>
-         <lastmod>2025-01-13</lastmod>
+         <lastmod>2025-01-14</lastmod>
     </url>
     <url>
          <loc>https://docs.ultralytics.com/datasets/classify/mnist/</loc>
-         <lastmod>2025-01-13</lastmod>
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\ No newline at end of file