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Data Interview Question

Cameras from Other Ebay Listings

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Requirements Clarification & Assessment

  1. Objective: The primary goal is to accurately distinguish camera listings from other related products like tripods, cables, and batteries on eBay.
  2. Data Sources: The available data includes:
    • Ad Titles: Short text descriptions of products.
    • Product Descriptions: Detailed text information about the products.
    • Prices: Numerical data indicating the cost of each item.
    • Images: Visual representations of the products.
  3. Constraints:
    • Accuracy: High precision and recall are needed to ensure correct classification.
    • Scalability: The solution should handle a large volume of listings efficiently.
    • Real-time Processing: Consideration for real-time classification if required.
  4. Assumptions:
    • The dataset contains sufficient labeled examples for supervised learning.
    • Text and image data are clean and relevant to the classification task.