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09 Machine Learning and AI

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04 ML System Design

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01 Concept

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Ads Click Prediction Design

Ads Click Prediction Design

Feb 10, 20261 min read

  • ml-system-design
  • ads
  • click-prediction
  • interview

Ads Click Prediction Design

← Back to ML System Design Interview Problems

Design an ads click-through rate prediction system. Massive scale (billions of predictions/day), real-time bidding, calibration (predicted probability must match actual click rate), explore/exploit for new ads.

Related

  • Online Learning (models update continuously)
  • Feature Pipeline Pattern (complex real-time features)

ml-system-design ads click-prediction interview


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