Library/awesome-mlops
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visenger/awesome-mlops

awesome-mlops

A curated list of references for MLOps

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visenger

visenger

visenger • individual

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Created

Mar 3, 2020

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README Summary

This repository is a curated collection of resources, tools, and references for MLOps (Machine Learning Operations). It serves as a comprehensive guide covering various aspects of MLOps including deployment, monitoring, versioning, and best practices. The repository aggregates valuable links, papers, and tools to help practitioners implement effective ML workflows in production.

AI Dev Skills

Unmapped

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

Tags

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 GovernanceML Platform EngineeringModel GovernanceAutoMLML ObservabilityMLOpsML Model GovernanceOn-premiseCloud APIServerlessData Quality AssuranceAudioML Infrastructure PlanningML Experiment ManagementMultimodalML Pipeline AutomationModel Deployment OrchestrationVideoTextML InfrastructureImageTabularFeature Engineering Pipeline ManagementSelf-hostedEdge/Mobile

Taxonomy

Recent Activity

Updated 1 years ago

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Quality

production
Quality
medium
Maturity
production

Categories

Other AI / MLPrimaryCoding & Dev ToolsMultimodal AIEdge & Mobile AIMLOps & InfrastructureDev Tools & AutomationObservability & MonitoringInference & ServingML Platform & InfrastructureAI AgentsFoundation ModelsGenerative Media

PM Skills

Product DiscoveryUser Experience

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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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