Course: advanced-retrieval-for-ai

[Dev Only] Debug Info

tRPC Context Version:

{
  "courseVersionId": null
}

Course Data (getCourseBySlug):

{
  "courseId": 22,
  "name": "Advanced Retrieval for AI with Chroma",
  "slug": "advanced-retrieval-for-ai",
  "type": "short_course",
  "progress": -1,
  "maintenanceMode": false,
  "releasedAt": "2024-01-03T08:00:00+00:00",
  "nextCourseSlug": null,
  "wpData": {
    "courseName": "Advanced Retrieval for AI with Chroma",
    "courseDescription": "Learn advanced retrieval techniques to improve the relevancy of retrieved results. Learn to recognize poor query results and use LLMs to improve queries.",
    "coursePartner": [
      {
        "title": "Chroma",
        "logo": "https://home-wordpress.deeplearning.ai/wp-content/uploads/2024/01/Chroma.png"
      }
    ],
    "courseTopic": [
      "Embeddings",
      "Fine-Tuning",
      "GenAI Applications",
      "RAG",
      "Search and Retrieval"
    ],
    "courseLevel": "Intermediate",
    "courseDuration": null,
    "marketingSlug": "advanced-retrieval-for-ai",
    "videoThumbnail": "https://home-wordpress.deeplearning.ai/wp-content/uploads/2024/01/22_advanced-retrieval-for-ai.jpg"
  },
  "certProgress": 0,
  "accomplishmentProgress": 0,
  "lessons": {
    "kb5oj": {
      "index": 1,
      "slug": "kb5oj",
      "name": "Introduction",
      "type": "video",
      "videoId": 160,
      "time": 185,
      "programId": null,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": false
      }
    },
    "ukzj4": {
      "index": 2,
      "slug": "ukzj4",
      "name": "Overview of embeddings-based retrieval",
      "type": "video_notebook",
      "videoId": 161,
      "time": 751,
      "programId": 18001,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": false
      }
    },
    "s49c1": {
      "index": 3,
      "slug": "s49c1",
      "name": "Pitfalls of retrieval - when simple vector search fails",
      "type": "video_notebook",
      "videoId": 162,
      "time": 697,
      "programId": 18002,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": false
      }
    },
    "cwewy": {
      "index": 4,
      "slug": "cwewy",
      "name": "Query Expansion",
      "type": "video_notebook",
      "videoId": 163,
      "time": 566,
      "programId": 18003,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": false
      }
    },
    "nusf7": {
      "index": 5,
      "slug": "nusf7",
      "name": "Cross-encoder re-ranking",
      "type": "video_notebook",
      "videoId": 164,
      "time": 366,
      "programId": 18004,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": false
      }
    },
    "s5dr4": {
      "index": 6,
      "slug": "s5dr4",
      "name": "Embedding adaptors",
      "type": "video_notebook",
      "videoId": 165,
      "time": 510,
      "programId": 18005,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": false
      }
    },
    "l1uaj": {
      "index": 7,
      "slug": "l1uaj",
      "name": "Other Techniques",
      "type": "video",
      "videoId": 166,
      "time": 99,
      "programId": null,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": null,
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "full",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": true,
        "saveNotebookCustomjsEnabled": false
      }
    },
    "flxs5": {
      "index": 8,
      "slug": "flxs5",
      "name": "Quiz",
      "type": "quiz",
      "videoId": null,
      "time": 0,
      "programId": null,
      "chatbotId": null,
      "iframeUrl": null,
      "quizId": "4F113DA411614B29BB757FF8",
      "progress": 0,
      "readingMaterialId": null,
      "accessControl": "locked",
      "requiredUserTier": "pro",
      "features": {
        "saveNotebookToolbar": false,
        "saveNotebookCustomjsEnabled": false
      }
    }
  },
  "subtopics": {},
  "listing": [
    {
      "timeFrame": null,
      "moduleLabel": "Module 1",
      "name": null,
      "content": [
        {
          "key": "kb5oj",
          "type": "lesson"
        },
        {
          "key": "ukzj4",
          "type": "lesson"
        },
        {
          "key": "s49c1",
          "type": "lesson"
        },
        {
          "key": "cwewy",
          "type": "lesson"
        },
        {
          "key": "nusf7",
          "type": "lesson"
        },
        {
          "key": "s5dr4",
          "type": "lesson"
        },
        {
          "key": "l1uaj",
          "type": "lesson"
        },
        {
          "key": "flxs5",
          "type": "lesson"
        }
      ],
      "progress": 0
    }
  ],
  "totalDurationSeconds": 3174,
  "lastAccessTime": null,
  "reviewsCnt": 0,
  "activeVersionIds": []
}