Course: multi-vector-image-retrieval
Lesson: introduction
Slug: opbx8g
[Dev Only] Loading...
Slug: opbx8g
[Dev Only] Loading...
[Dev Only] Debug Info
{
"courseVersionId": null
}{
"courseId": 10118,
"name": "Multi-vector Image Retrieval",
"slug": "multi-vector-image-retrieval",
"type": "short_course",
"progress": -1,
"maintenanceMode": false,
"releasedAt": "2025-12-10T09:00:00+00:00",
"nextCourseSlug": null,
"wpData": {
"courseName": "Multi-Vector Image Retrieval",
"courseDescription": "Build advanced retrieval systems that represent images with multiple vectors, enabling fine-grained matching between text queries and visual content for accurate multi-modal search.",
"coursePartner": [
{
"title": "Qdrant",
"logo": "https://home-wordpress.deeplearning.ai/wp-content/uploads/2025/12/Ep6nI7ky_400x400.jpg"
}
],
"courseTopic": [
"AI Coding",
"Search and Retrieval"
],
"courseLevel": "Intermediate",
"courseDuration": null,
"marketingSlug": "multi-vector-image-retrieval",
"videoThumbnail": "https://home-wordpress.deeplearning.ai/wp-content/uploads/2025/12/YouTube-Thumbnails-2025-12-05T121310.658.png"
},
"certProgress": 0,
"accomplishmentProgress": 0,
"lessons": {
"opbx8g": {
"index": 1,
"slug": "opbx8g",
"name": "Introduction",
"type": "video",
"videoId": 10118001,
"time": 193,
"programId": null,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": false,
"saveNotebookCustomjsEnabled": false
}
},
"cni39g": {
"index": 2,
"slug": "cni39g",
"name": "Multi-vector Text Retrieval: ColBERT",
"type": "video_notebook",
"videoId": 10118002,
"time": 1066,
"programId": 10118002,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": true
}
},
"uzt9vl": {
"index": 3,
"slug": "uzt9vl",
"name": "Multi-vector Image Retrieval: ColPali",
"type": "video_notebook",
"videoId": 10118003,
"time": 955,
"programId": 10118003,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": true
}
},
"0khes4": {
"index": 4,
"slug": "0khes4",
"name": "Optimizing retrieval with multi vector representations",
"type": "video_notebook",
"videoId": 10118004,
"time": 936,
"programId": 10118004,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": true
}
},
"8bkw0o": {
"index": 5,
"slug": "8bkw0o",
"name": "MUVERA Embeddings",
"type": "video_notebook",
"videoId": 10118005,
"time": 1113,
"programId": 10118005,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": true
}
},
"a45h1r": {
"index": 6,
"slug": "a45h1r",
"name": "Building multi-modal RAG with ColPali",
"type": "video_notebook",
"videoId": 10118006,
"time": 705,
"programId": 10118006,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": true
}
},
"wrgbec": {
"index": 7,
"slug": "wrgbec",
"name": "Conclusion",
"type": "video",
"videoId": 10118007,
"time": 44,
"programId": null,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": false,
"saveNotebookCustomjsEnabled": false
}
},
"15ujpy4o": {
"index": 8,
"slug": "15ujpy4o",
"name": "Optional: Hands-On Project",
"type": "notebook",
"videoId": null,
"time": 0,
"programId": 10118001,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": true
}
},
"8bkw05": {
"index": 9,
"slug": "8bkw05",
"name": "Quiz",
"type": "quiz",
"videoId": null,
"time": 600,
"programId": null,
"chatbotId": null,
"iframeUrl": null,
"quizId": "3A669091C305460688D0873F",
"progress": 0,
"readingMaterialId": null,
"accessControl": "locked",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": false,
"saveNotebookCustomjsEnabled": false
}
}
},
"subtopics": {},
"listing": [
{
"timeFrame": null,
"moduleLabel": "Module 1",
"name": null,
"content": [
{
"key": "opbx8g",
"type": "lesson"
},
{
"key": "cni39g",
"type": "lesson"
},
{
"key": "uzt9vl",
"type": "lesson"
},
{
"key": "0khes4",
"type": "lesson"
},
{
"key": "8bkw0o",
"type": "lesson"
},
{
"key": "a45h1r",
"type": "lesson"
},
{
"key": "wrgbec",
"type": "lesson"
},
{
"key": "15ujpy4o",
"type": "lesson"
},
{
"key": "8bkw05",
"type": "lesson"
}
],
"progress": 0
}
],
"totalDurationSeconds": null,
"lastAccessTime": null,
"reviewsCnt": 0,
"activeVersionIds": []
}