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CHANGELOG.md

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### Changed
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- Implementation to refactor to reuse the following architecture patterns from [AWS Solutions Constructs](https://aws.amazon.com/solutions/constructs/)
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- Implementation to refactor and to reuse the following architecture patterns from [AWS Solutions Constructs](https://aws.amazon.com/solutions/constructs/)
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- aws-kinesisfirehose-s3
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- aws-kinesisstreams-lambda
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- aws-lambda-step-function

README.md

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## Deployment
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The solution is deployed using a CloudFormation template with a lambda backed custom resource that builds the Amazon QuickSight Analaysis and Dashboards. For details on deploying the solution please see the details on the solution home page: [Discovering Hot Topics Using Machine Learning](aws.amazon.com/solutions/implementations/discovering-hot-topics-using-machine-learning/)
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The solution is deployed using a CloudFormation template with a lambda backed custom resource that builds the Amazon QuickSight Analaysis and Dashboards. For details on deploying the solution please see the details on the solution home page: [Discovering Hot Topics Using Machine Learning](https://aws.amazon.com/solutions/implementations/discovering-hot-topics-using-machine-learning/)
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## Source Code
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## Creating a custom build
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The solution can be deployed through the CloudFormation template available on the solution home page: [Discovering Hot Topics Using Machine Learning](aws.amazon.com/solutions/implementations/discovering-hot-topics-using-machine-learning/). To make changes to the solution, using the below steps download or clone this repo, update the source code and then run the deployment/build-s3-dist.sh script to deploy the updated Lambda code to an Amazon S3 bucket in your account.
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The solution can be deployed through the CloudFormation template available on the solution home page: [Discovering Hot Topics Using Machine Learning](https://aws.amazon.com/solutions/implementations/discovering-hot-topics-using-machine-learning/). To make changes to the solution, using the below steps download or clone this repo, update the source code and then run the deployment/build-s3-dist.sh script to deploy the updated Lambda code to an Amazon S3 bucket in your account.
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### 1. Clone the repository
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