Course: improving-accuracy-of-llm-applications

[Dev Only] Debug Info

tRPC Context Version:

{
  "courseVersionId": null
}

Course Data (getCourseBySlug):

{
  "courseId": 1008,
  "name": "Improving Accuracy of LLM Applications",
  "slug": "improving-accuracy-of-llm-applications",
  "type": "short_course",
  "progress": -1,
  "maintenanceMode": false,
  "releasedAt": "2024-08-14T08:00:00+00:00",
  "nextCourseSlug": null,
  "wpData": {
    "courseName": "Improving Accuracy of LLM Applications",
    "courseDescription": "Systematically improve the accuracy of LLM applications with evaluation, prompting, and memory tuning.",
    "coursePartner": [
      {
        "title": "Lamini",
        "logo": "https://home-wordpress.deeplearning.ai/wp-content/uploads/2023/08/lamini-logo-square.png"
      },
      {
        "title": "Meta",
        "logo": "https://home-wordpress.deeplearning.ai/wp-content/uploads/2024/02/Meta.png"
      }
    ],
    "courseTopic": [
      "AI Frameworks",
      "Agents",
      "Evaluation and Monitoring",
      "Fine-Tuning",
      "Machine Learning",
      "Prompt Engineering"
    ],
    "courseLevel": "Intermediate",
    "courseDuration": null,
    "marketingSlug": "improving-accuracy-of-llm-applications",
    "videoThumbnail": "https://home-wordpress.deeplearning.ai/wp-content/uploads/2024/08/sc-Lamini-Meta-Memory-Tuning_marketing_thumbnail-1.png"
  },
  "certProgress": 0,
  "accomplishmentProgress": 0,
  "lessons": {
    "lct4g": {
      "index": 1,
      "slug": "lct4g",
      "name": "Introduction",
      "type": "video",
      "videoId": 471,
      "time": 311,
      "programId": null,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": false,
        "saveNotebookCustomjsEnabled": false
      }
    },
    "nkbmq": {
      "index": 2,
      "slug": "nkbmq",
      "name": "Overview",
      "type": "video_notebook",
      "videoId": 472,
      "time": 1048,
      "programId": 11007,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": true
      }
    },
    "en27u": {
      "index": 3,
      "slug": "en27u",
      "name": "Create an SQL Agent",
      "type": "video_notebook",
      "videoId": 473,
      "time": 629,
      "programId": 11008,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": true
      }
    },
    "y3rr8": {
      "index": 4,
      "slug": "y3rr8",
      "name": "Create an Evaluation",
      "type": "video_notebook",
      "videoId": 474,
      "time": 1395,
      "programId": 11009,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": true
      }
    },
    "nrhg0": {
      "index": 5,
      "slug": "nrhg0",
      "name": "Finetuning, PEFT, & Memory Tuning",
      "type": "video",
      "videoId": 475,
      "time": 772,
      "programId": null,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": false,
        "saveNotebookCustomjsEnabled": false
      }
    },
    "rajta": {
      "index": 6,
      "slug": "rajta",
      "name": "Generate Data & Finetune",
      "type": "video_notebook",
      "videoId": 476,
      "time": 1890,
      "programId": 11010,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": true
      }
    },
    "dktg1": {
      "index": 7,
      "slug": "dktg1",
      "name": "Conclusion",
      "type": "video",
      "videoId": 470,
      "time": 30,
      "programId": null,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": false,
        "saveNotebookCustomjsEnabled": false
      }
    }
  },
  "subtopics": {},
  "listing": [
    {
      "timeFrame": null,
      "moduleLabel": "Module 1",
      "name": null,
      "content": [
        {
          "key": "lct4g",
          "type": "lesson"
        },
        {
          "key": "nkbmq",
          "type": "lesson"
        },
        {
          "key": "en27u",
          "type": "lesson"
        },
        {
          "key": "y3rr8",
          "type": "lesson"
        },
        {
          "key": "nrhg0",
          "type": "lesson"
        },
        {
          "key": "rajta",
          "type": "lesson"
        },
        {
          "key": "dktg1",
          "type": "lesson"
        }
      ],
      "progress": 0
    }
  ],
  "totalDurationSeconds": 6075,
  "lastAccessTime": null,
  "reviewsCnt": 0,
  "activeVersionIds": []
}