Course: intro-to-federated-learning-c2
Lesson: introduction
Slug: gj3qi
[Dev Only] Loading...
Slug: gj3qi
[Dev Only] Loading...
[Dev Only] Debug Info
{
"courseVersionId": null
}{
"courseId": 1005,
"name": "Federated Fine-tuning of LLMs with Private Data",
"slug": "intro-to-federated-learning-c2",
"type": "short_course",
"progress": -1,
"maintenanceMode": false,
"releasedAt": "2024-07-24T08:00:00+00:00",
"nextCourseSlug": null,
"wpData": {
"courseName": "Federated Learning",
"courseDescription": "Learn how to securely fine-tune large language models (LLMs) with private data using federated methods, enhancing data privacy, minimizing risks of data leakage, and optimizing efficiency through Parameter-Efficient Fine-Tuning (PEFT) and Differential Privacy.",
"coursePartner": [
{
"title": "Flower Labs",
"logo": "https://home-wordpress.deeplearning.ai/wp-content/uploads/2024/07/fd58b70bf08ebd04681433b867e55d90f1a18a12.png"
}
],
"courseTopic": [
"AI Frameworks"
],
"courseLevel": "Beginner",
"courseDuration": null,
"marketingSlug": "intro-to-federated-learning",
"videoThumbnail": "https://home-wordpress.deeplearning.ai/wp-content/uploads/2024/07/sc-Flower-C1-Marketing_Teaser_v1.00_10_14_25.Still041.png"
},
"certProgress": 0,
"accomplishmentProgress": 0,
"lessons": {
"gj3qi": {
"index": 1,
"slug": "gj3qi",
"name": "Introduction",
"type": "video",
"videoId": 431,
"time": 212,
"programId": null,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": false
}
},
"bavtp": {
"index": 2,
"slug": "bavtp",
"name": "Smarter LLMs with Private Data",
"type": "video",
"videoId": 432,
"time": 695,
"programId": null,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": false
}
},
"tkj9y": {
"index": 3,
"slug": "tkj9y",
"name": "Centralized LLM Fine-tuning",
"type": "video_notebook",
"videoId": 433,
"time": 978,
"programId": 36006,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": false
}
},
"kd0oi": {
"index": 4,
"slug": "kd0oi",
"name": "Federated Fine-tuning for LLMs",
"type": "video_notebook",
"videoId": 434,
"time": 2488,
"programId": 36007,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": false
}
},
"up4zt": {
"index": 5,
"slug": "up4zt",
"name": "Keeping LLMs Private",
"type": "video_notebook",
"videoId": 435,
"time": 2047,
"programId": 36008,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": false
}
},
"nzat8": {
"index": 6,
"slug": "nzat8",
"name": "Conclusion",
"type": "video",
"videoId": 430,
"time": 75,
"programId": null,
"chatbotId": null,
"iframeUrl": null,
"quizId": null,
"progress": 0,
"readingMaterialId": null,
"accessControl": "full",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": true,
"saveNotebookCustomjsEnabled": false
}
},
"ydx11": {
"index": 7,
"slug": "ydx11",
"name": "Quiz",
"type": "quiz",
"videoId": null,
"time": 0,
"programId": null,
"chatbotId": null,
"iframeUrl": null,
"quizId": "74F5D8EB2C8D45B3A858C3F9",
"progress": 0,
"readingMaterialId": null,
"accessControl": "locked",
"requiredUserTier": "pro",
"features": {
"saveNotebookToolbar": false,
"saveNotebookCustomjsEnabled": false
}
}
},
"subtopics": {},
"listing": [
{
"timeFrame": null,
"moduleLabel": "Module 1",
"name": null,
"content": [
{
"key": "gj3qi",
"type": "lesson"
},
{
"key": "bavtp",
"type": "lesson"
},
{
"key": "tkj9y",
"type": "lesson"
},
{
"key": "kd0oi",
"type": "lesson"
},
{
"key": "up4zt",
"type": "lesson"
},
{
"key": "nzat8",
"type": "lesson"
},
{
"key": "ydx11",
"type": "lesson"
}
],
"progress": 0
}
],
"totalDurationSeconds": 6495,
"lastAccessTime": null,
"reviewsCnt": 0,
"activeVersionIds": []
}