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Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies

a-curated-list-of-ml-system-design-case-studies

This repository contains a curated collection of 300+ case studies from over 80 companies, detailing practical applications and insights into machine learning (ML) system design. The contents are organized to help you easily find relevant case studies based on industry or specific ML use cases.

View on GitHub↗Upstream Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies↗

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Engineer1999

Engineer1999

Engineer1999 • individual

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Created

May 18, 2024

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README Summary

Welcome to the ML System Design Case Studies Repository! This repository is a comprehensive collection of 300+ case studies from over 80 leading companies, showcasing practical applications and insights into machine learning (ML) system design. Companies like Netflix, Airbnb, and Doordash have shared their experiences, providing a valuable resource for anyone interested in learning how ML is used to improve products and processes.

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AI Dev Skills

Unmapped

Batch ML SystemsDistributed ML SystemsFeature Engineering ArchitectureML Architecture PatternsML Infrastructure DesignML Monitoring and ObservabilityMLOpsML System DesignML System EngineeringModel Serving ArchitectureProduction ML Pipeline DesignReal-time ML SystemsScalable ML Systems

Tags

Batch ML SystemsDistributed ML SystemsFeature Engineering ArchitectureML Architecture PatternsML Infrastructure DesignML Monitoring and ObservabilityMLOpsML System DesignML System EngineeringModel Serving ArchitectureProduction ML Pipeline DesignReal-time ML SystemsScalable ML SystemsAutomationComputer VisionCourseCurated ListData ScienceDatabaseDeep LearningEmbeddingsEvalsFeature StoreFinTechForkedGame DevHealthcare AILarge Language ModelsMachine LearningMultimodal AIMusic TechReal-Time / StreamingReinforcement LearningResearch / PapersSecuritySparkTransformersVector Database

Taxonomy

AI Trends

MLOpsML Platform EngineeringProduction MLCompound AI SystemsReal-time MLML System Reliability

category

Foundation ModelsRAG & RetrievalModel TrainingEvals & BenchmarkingInference & ServingComputer VisionMLOps & InfrastructureDev Tools & AutomationLearning ResourcesIndustry: HealthcareIndustry: FinTechIndustry: Audio & MusicIndustry: GamingSecurity & SafetyData Science & Analytics

Deployment Context

CloudOn-premiseHybrid CloudDistributed SystemsMicroservicesEdge Computing

Industries

E-commerceSocial MediaStreaming ServicesRide-sharingSearch EnginesFinTechHealthcareGamingAdvertising TechnologyCloud ComputingFood DeliveryTravel Technology

Modalities

TextImageVideoTabularMultimodalAudio

Skill Areas

ML System DesignML Architecture PatternsProduction ML Pipeline DesignML Infrastructure DesignScalable ML SystemsML System EngineeringMLOpsDistributed ML SystemsReal-time ML SystemsBatch ML SystemsFeature Engineering ArchitectureModel Serving ArchitectureML Monitoring and Observability

tag

AutomationComputer VisionCourseCurated ListData ScienceDatabaseDeep LearningEmbeddingsEvalsFeature StoreFinTechForkedGame DevHealthcare AILarge Language ModelsMachine LearningMultimodal AIMusic TechReal-Time / StreamingReinforcement LearningResearch / PapersSecuritySparkTransformersVector Database

Use Cases

Recommendation SystemsSearch RankingContent PersonalizationFraud DetectionDemand ForecastingReal-time BiddingContent ModerationDynamic PricingSupply Chain OptimizationA/B Testing PlatformsML Platform ArchitectureFeature Store Design

Recent Activity

Updated 10 months ago

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production
Quality
medium
Maturity
production

Categories

RAG & RetrievalPrimaryEvals & BenchmarkingInference & ServingMLOps & InfrastructureDev Tools & AutomationLearning ResourcesIndustry: HealthcareIndustry: FinTechIndustry: Audio & MusicIndustry: GamingSecurity & SafetyData Science & AnalyticsFoundation ModelsModel TrainingGenerative MediaComputer VisionML Platform & InfrastructureHealthcare & BiologyFinance & LegalMultimodal AISearch & KnowledgeOther AI / ML

PM Skills

User ExperienceScale & ReliabilityData & EvaluationProduct DiscoveryDeveloper Platform

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Timeline

Project created
May 18, 2024
Forked
Mar 12, 2026
Your last push
10 months ago
Upstream last push
10 months ago
Tracked since
Aug 5, 2025

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