Library/awesome-production-machine-learning
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EthicalML/awesome-production-machine-learning

awesome-production-machine-learning

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

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EthicalML

EthicalML

EthicalML • individual

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Created

Aug 15, 2018

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README Summary

This is a curated list of open source libraries and tools for deploying, monitoring, versioning, and scaling machine learning models in production environments. It serves as a comprehensive resource for ML engineers and data scientists who need to operationalize their machine learning workflows beyond research and development.

AI Dev Skills

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ML Model DeploymentML Operations (MLOps)Model Monitoring and ObservabilityModel Versioning and ManagementML Pipeline OrchestrationFeature Store ManagementA/B Testing for MLModel Serving and InferenceDistributed TrainingAutoML and Hyperparameter OptimizationData Labeling and ManagementML Model GovernanceContinuous Integration/Continuous Deployment for ML

Tags

ML Model DeploymentML Operations (MLOps)Model Monitoring and ObservabilityModel Versioning and ManagementML Pipeline OrchestrationFeature Store ManagementA/B Testing for MLModel Serving and InferenceDistributed TrainingAutoML and Hyperparameter OptimizationData Labeling and ManagementML Model GovernanceContinuous Integration/Continuous Deployment for MLMLOps Pipeline DevelopmentServerlessProduction AI SystemsML Model Production DeploymentAI InfrastructureImageAutomated ML Pipeline ManagementML Infrastructure SetupModel Scaling and OptimizationML Experiment ManagementML Model VersioningML Model Version ControlEdge/MobileML Workflow OrchestrationCloud APISelf-hostedModel Performance MonitoringML Model MonitoringMLOpsDevOps for Machine LearningML Model Performance MonitoringML Model Scaling SolutionsML Experiment TrackingOn-premiseScalable AI DeploymentTextModel Registry ManagementAudioVideoML EngineeringAI System ReliabilityProduction ML System ArchitectureTabularML System ArchitectureMultimodalProduction ML Infrastructure

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Recent Activity

Updated 1 months ago

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Quality

production
Quality
high
Maturity
production

Categories

MLOps & InfrastructurePrimaryDev Tools & AutomationObservability & MonitoringInference & ServingML Platform & InfrastructureCoding & Dev ToolsMultimodal AIEdge & Mobile AIOther AI / MLFoundation ModelsModel TrainingGenerative Media

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Scale & ReliabilityDeveloper Platform

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Timeline

Project created
Aug 15, 2018
Forked
Mar 13, 2026
Your last push
1 months ago
Upstream last push
6 days ago
Tracked since
Mar 5, 2026

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