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Data Interview Question
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Cameras from Other Ebay Listings
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Requirements Calrification & Accessment
Requirements Clarification & Assessment
Objective
: The primary goal is to accurately distinguish camera listings from other related products like tripods, cables, and batteries on eBay.
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.
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.
Assumptions
:
The dataset contains sufficient labeled examples for supervised learning.
Text and image data are clean and relevant to the classification task.
Solution
Validation
Considerations and Trade-offs