Library/predictive-maintenance-using-machine-learning
Library/predictive-maintenance-using-machine-learningForked

awslabs/predictive-maintenance-using-machine-learning

predictive-maintenance-using-machine-learning

Set up end-to-end demo architecture for predictive maintenance issues with Machine Learning using Amazon SageMaker

Builder

awslabs

awslabs

awslabs • individual

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107

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Forks

60

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Jun 20, 2019

Project creation date

README Summary

This repository provides an end-to-end demonstration architecture for implementing predictive maintenance solutions using machine learning on AWS. It leverages Amazon SageMaker to build, train, and deploy models that can predict equipment failures before they occur. The solution includes data preprocessing, model training, and real-time inference capabilities for industrial maintenance scenarios.

AI Dev Skills

Unmapped

AWS SageMaker MLOpsTime Series ForecastingAnomaly DetectionFeature Engineering for IoT DataSupervised LearningData Pipeline ArchitectureSensor Data AnalysisPredictive Analytics

Tags

AWS SageMaker MLOpsTime Series ForecastingAnomaly DetectionFeature Engineering for IoT DataSupervised LearningData Pipeline ArchitectureSensor Data AnalysisPredictive AnalyticsMiningAerospaceMLOpsAWS CloudEdge Computing for IoTOil & GasTime SeriesEquipment Failure PredictionIndustrial Asset MonitoringSensor Anomaly DetectionIndustrial AIPredictive Analytics for MachineryManufacturingEnergy & UtilitiesMaintenance Schedule OptimizationTabularTransportationCloud-native MLIndustrial IoTCloud APIServerlessPython

Taxonomy

Recent Activity

Updated 1 years ago

7 Days

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30 Days

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90 Days

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Quality

prototype
Quality
medium
Maturity
prototype

Categories

RoboticsPrimaryML Platform & InfrastructureData Science & AnalyticsObservability & MonitoringEdge & Mobile AIOther AI / MLMLOps & InfrastructureCloud & Platforms

PM Skills

Developer Platform

Languages

Python100.0%

Timeline

Project created
Jun 20, 2019
Forked
Mar 23, 2026
Your last push
1 years ago
Upstream last push
1 years ago
Tracked since
May 3, 2024

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