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How Carrier predicts HVAC faults using AWS Glue and Amazon SageMaker

AWS Machine Learning Blog

SEPTEMBER 5, 2023

We have over 50 TB of historical equipment data and expect this data to grow quickly as more HVAC units are connected to the cloud. Data processing and model inference need to scale as our data grows. Yingwei received his PhD in computer science from Texas A&M University.

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Build ML features at scale with Amazon SageMaker Feature Store using data from Amazon Redshift

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AUGUST 17, 2023

Amazon Redshift is the most popular cloud data warehouse that is used by tens of thousands of customers to analyze exabytes of data every day. AWS Glue is a serverless data integration service that makes it easy to discover, prepare, and combine data for analytics, ML, and application development.

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How Carrier predicts HVAC faults using AWS Glue and Amazon SageMaker

Build ML features at scale with Amazon SageMaker Feature Store using data from Amazon Redshift

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