diff --git a/src/components/Roadmaps/RoadmapsPage.tsx b/src/components/Roadmaps/RoadmapsPage.tsx
index 292918268..44bae6f41 100644
--- a/src/components/Roadmaps/RoadmapsPage.tsx
+++ b/src/components/Roadmaps/RoadmapsPage.tsx
@@ -378,6 +378,11 @@ const groups: GroupType[] = [
   {
     group: 'Machine Learning',
     roadmaps: [
+      {
+        title: 'Machine Learning',
+        link: '/machine-learning',
+        type: 'role',
+      },
       {
         title: 'AI and Data Scientist',
         link: '/ai-data-scientist',
diff --git a/src/data/roadmaps/machine-learning/machine-learning.md b/src/data/roadmaps/machine-learning/machine-learning.md
index 6a1b67c55..8709a4bb4 100644
--- a/src/data/roadmaps/machine-learning/machine-learning.md
+++ b/src/data/roadmaps/machine-learning/machine-learning.md
@@ -5,7 +5,7 @@ order: 4.99
 renderer: "editor"
 briefTitle: 'Machine Learning'
 briefDescription: 'Step by step guide to becoming a Machine Learning Engineer in 2025'
-title: 'Machine Learning Roadmap'
+title: 'Machine Learning'
 description: 'Step by step guide to becoming a Machine Learning Engineer in 2025'
 hasTopics: true
 isNew: true
@@ -16,8 +16,8 @@ schema:
   headline: 'Machine Learning Roadmap'
   description: 'Learn how to become a Machine Learning Engineer with this interactive step by step guide in 2025. We also have resources and short descriptions attached to the roadmap items so you can get everything you want to learn in one place.'
   imageUrl: 'https://roadmap.sh/roadmaps/machine-learning.png'
-  datePublished: '2025-08-13'
-  dateModified: '2025-08-13'
+  datePublished: '2025-08-19'
+  dateModified: '2025-08-19'
 seo:
   title: 'Machine Learning Roadmap'
   description: 'Learn to become a Machine Learning Engineer using this roadmap. Community driven, articles, resources, guides, interview questions, quizzes for modern machine learning engineers.'
@@ -37,6 +37,10 @@ seo:
 relatedRoadmaps:
   - 'python'
   - 'ai-data-scientist'
+  - 'ai-engineer'
+  - 'ai-agents'
+  - 'data-analyst'
+  - 'data-engineer'
 sitemap:
   priority: 1
   changefreq: 'monthly'
diff --git a/src/pages/get-started.astro b/src/pages/get-started.astro
index 04da2fccb..190da7b54 100644
--- a/src/pages/get-started.astro
+++ b/src/pages/get-started.astro
@@ -356,6 +356,13 @@ import BaseLayout from '../layouts/BaseLayout.astro';
     title='Are you an AI or Machine Learning enthusiast?'
     description='How about diving into the AI or Machine Learning roadmaps?'
   >
+    <RoadmapCard
+      icon={Bot}
+      title='Machine Learning'
+      link='/machine-learning'
+      description='Learn all you need to know to become an ML Engineer.'
+    />
+
     <RoadmapCard
       icon={Bot}
       title='AI and Data Science'