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visenger/awesome-mlops

awesome-mlops

A curated list of references for MLOps

View on GitHub↗Upstream visenger/awesome-mlops↗

Builder

visenger

visenger

visenger • individual

Stars

13,924

Using upstream star count

Forks

2,068

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Mar 3, 2020

Project creation date

README Summary

Awesome MLOps [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome) [![Made With Love](https://img.shields.io/badge/Made%20With-Love-orange.svg)](https://github.com/chetanraj/awesome-github-badges)

Community Evaluation

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AI Dev Skills

Unmapped

Continuous Integration/Continuous Deployment for MLData Pipeline ManagementData Quality ManagementFeature Store ManagementMachine Learning Pipeline DesignML Experiment TrackingML Infrastructure ManagementML Model MonitoringMLOps EngineeringML Security and GovernanceModel Deployment and ServingModel Performance MonitoringModel Versioning and Lifecycle Management

Tags

Continuous Integration/Continuous Deployment for MLData Pipeline ManagementData Quality ManagementFeature Store ManagementMachine Learning Pipeline DesignML Experiment TrackingML Infrastructure ManagementML Model MonitoringMLOps EngineeringML Security and GovernanceModel Deployment and ServingModel Performance MonitoringModel Versioning and Lifecycle ManagementAWSAutomationAutonomous SystemsBenchmarkingCachingCheat SheetComputer VisionCourseCurated ListDVCData ScienceDeep LearningDockerFeature StoreFinTechForkedGoogle CloudHuggingFaceInterview PrepJupyterKubeflowKubernetesLLM ServingMLOpsMLflowMachine LearningMobileMonitoringNumPyOpen SourcePhoenixPrivacyPrivacy-Preserving AIPyTorchPythonPython Web FrameworkReal-Time / StreamingReinforcement LearningResearch / PapersRoadmapSageMakerScikit-learnSecurityStatisticsSynthetic DataTensorFlowTutorialVisualization

Taxonomy

AI Trends

MLOpsML InfrastructureModel GovernanceML ObservabilityAutoMLML Platform Engineering

category

Learning ResourcesFoundation ModelsAI AgentsModel TrainingEvals & BenchmarkingObservability & MonitoringInference & ServingComputer VisionMLOps & InfrastructureDev Tools & AutomationCloud & PlatformsIndustry: FinTechSecurity & SafetyData Science & Analytics

Deployment Context

Cloud APISelf-hostedOn-premiseServerlessEdge/Mobile

Modalities

TextImageTabularAudioVideoMultimodal

Skill Areas

MLOps EngineeringMachine Learning Pipeline DesignModel Deployment and ServingML Model MonitoringData Pipeline ManagementML Infrastructure ManagementContinuous Integration/Continuous Deployment for MLModel Versioning and Lifecycle ManagementFeature Store ManagementML Experiment TrackingModel Performance MonitoringData Quality ManagementML Security and Governance

tag

AWSAutomationAutonomous SystemsBenchmarkingCachingCheat SheetComputer VisionCourseCurated ListDVCData ScienceDeep LearningDockerFeature StoreFinTechForkedGoogle CloudHuggingFaceInterview PrepJupyterKubeflowKubernetesLLM ServingMLOpsMLflowMachine LearningMobileMonitoringNumPyOpen SourcePhoenixPrivacyPrivacy-Preserving AIPyTorchPythonPython Web FrameworkReal-Time / StreamingReinforcement LearningResearch / PapersRoadmapSageMakerScikit-learnSecurityStatisticsSynthetic DataTensorFlowTutorialVisualization

Use Cases

ML Pipeline AutomationModel Deployment OrchestrationML Experiment ManagementModel Performance MonitoringData Quality AssuranceML Model GovernanceFeature Engineering Pipeline ManagementML Infrastructure Planning

Recent Activity

Updated 1 years ago

7 Days

0

30 Days

0

90 Days

0

Quality

production
Quality
medium
Maturity
production

Categories

Learning ResourcesPrimaryEvals & BenchmarkingObservability & MonitoringInference & ServingMLOps & InfrastructureDev Tools & AutomationCloud & PlatformsIndustry: FinTechSecurity & SafetyData Science & AnalyticsFoundation ModelsAI AgentsModel TrainingComputer VisionML Platform & InfrastructureFinance & LegalEdge & Mobile AISearch & KnowledgeOther AI / ML

PM Skills

Cost & EfficiencySafety & AlignmentScale & ReliabilityData & EvaluationDeveloper PlatformAI-Native Architecture

Languages

No language breakdown recorded.

Timeline

Project created
Mar 3, 2020
Forked
Mar 23, 2026
Your last push
1 years ago
Upstream last push
1 years ago
Tracked since
Nov 21, 2024

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