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Design large-scale near-duplicate video detection

Last updated: May 12, 2026

Quick Overview

This question evaluates a Machine Learning Engineer's competency in scalable similarity search and representation learning for multimedia, including embedding design, retrieval infrastructure, compression/quantization, large-scale ANN indexing, and human-in-the-loop decision workflows.

  • hard
  • Google
  • System Design
  • Machine Learning Engineer

Design large-scale near-duplicate video detection

Company: Google

Role: Machine Learning Engineer

Category: System Design

Difficulty: hard

Interview Round: Onsite

Quick Answer: This question evaluates a Machine Learning Engineer's competency in scalable similarity search and representation learning for multimedia, including embedding design, retrieval infrastructure, compression/quantization, large-scale ANN indexing, and human-in-the-loop decision workflows.

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|Home/System Design/Google

Design large-scale near-duplicate video detection

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Google
Jan 6, 2026, 12:00 AM
hardMachine Learning EngineerOnsiteSystem Design
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