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Meeting Summary

ANT318-R - [REPEAT] Build, Deploy and Serve Machine learning models on streaming data using Amazon Sagemaker, Apache Spark on Amazon EMR and Amazon Kinesis

Session Description

As data exponentially grows in organizations, there is an increasing need to use machine learning (ML) to gather insights from this data at scale and to use those insights to perform real-time predictions on incoming data. In this workshop, we walk you through how to train an Apache Spark model using Amazon SageMaker that is pointed to Apache Livy and running on an Amazon EMR Spark cluster. We also show you how to host the Spark model on Amazon SageMaker to serve a RESTful inference API. Finally, we show you how to use the RESTful API to serve real-time predictions on streaming data from Amazon Kinesis Data Streams.

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300 - Advanced
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Venetian
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