ML System Design: Design a Similar Image Discovery System
Architecture for Efficient Similar Image Discovery system
Problem Navigation
Requirements
Business Objective: To design a image discovery system that recomends contextually similar images for the given image.
Real-world Examples:
1. Social Media and Content Platforms:
These platforms allow users to explore and discover images based on visual and contextual similarities, enhancing user engagement by recommending related content.
- Product: Pinterest Visual Search
2. E-commerce Platforms:
E-commerce websites use image discovery systems to help users find visually similar products (e.g., similar styles or colors) to what they are viewing or uploading.
- Product: Amazon StyleSnap
3. Real Estate Platforms:
Platforms assist users in discovering properties with similar aesthetics or layouts based on uploaded photos or preferences.
- Product: Zillow’s Visual Search
4. Stock Photography and Media Libraries:
These services help users find images or videos that match the content they are looking for, either by…