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Concept guides/ML systems/Feature stores & MLOps

System designML systems

Feature stores & MLOps

Hard3 min read

Questions it teaches

Churn prediction batch pipelineMedium35 min Automated model retrainingMedium35 min Vacation rental rankingHard55 min Feature store with point-in-time correctnessHard45 min Model monitoring without ground truthHard40 min Real-time feature aggregationHard45 min Real-time fraud scoringHard50 min Personalized video feed rankingHard50 min

Related

ML systems Pipelines and analytics AI in the system Search and feeds

Builds on: Pipelines and analytics

Analytics architecture3 min Data pipelines & warehousing3 min

Leads to: AI in the system

Keeping a model working after launch8 min ML system design3 min

Related: Search and feeds

Polling a feed for new items4 min Social feed (fan-out design)4 min

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