Paths Subjects Questions Quizzes Pricing Search
Machine Learning Advanced Pro

Case Study: Video Recommendation (YouTube / Netflix-style Homepage)

A complete model interview answer for designing a homepage video recommender, from objective to serving

30 min read 10 views

Walk through a model ML system design interview answer for a video recommendation homepage: objectives, implicit-feedback labels, two-tower retrieval, multi-task ranking, position bias, cold start, evaluation, A/B testing, serving at scale, and monitoring.

Practice questions (5)

  • Choosing the Ranking Objective

    Advanced · Free
    View →
  • Scaling Candidate Generation

    Advanced
    View →
  • Diagnosing a Position Bias Bug

    Advanced
    View →
  • A/B Testing a Ranking Change

    Advanced
    View →
  • Cold Start for a New Creator's First Upload

    Advanced
    View →

We use cookies for product analytics to improve OmniAtlas. See our Privacy Policy.