Emoji Search 🔮 Creating, Deploying and Evaluating a Machine Learning Service

The architecture uses an Application Load Balancer with Lambda as an API, we have already discussed this in a previous article: Cheaper than API Gateway — ALB with Lambda using CloudFormation *An alternative to API gateway is Application Load Balancer. ALB can be connected with Lambda to produce a highly…*t3chflicks.medium.com.

#Cloud Computing #Cloud Hosting #CDN 23 social mentions

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Amazon S3

AWS Lambda supports using docker containers, this allows us to run the Lambda locally for development and testing. The script is packaged into the docker container with the Google News Vectors as this makes it accessible at runtime without requiring downloading from S3 or EFS. The Lambda required 1.5GB memory to run the model.

#Cloud Hosting #Object Storage #Cloud Storage 172 social mentions

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AWS Lambda

The architecture uses an Application Load Balancer with Lambda as an API, we have already discussed this in a previous article: Cheaper than API Gateway — ALB with Lambda using CloudFormation *An alternative to API gateway is Application Load Balancer. ALB can be connected with Lambda to produce a highly…*t3chflicks.medium.com.

#Cloud Computing #Cloud Hosting #Backend As A Service 248 social mentions

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Amazon Elastic File System

AWS Lambda supports using docker containers, this allows us to run the Lambda locally for development and testing. The script is packaged into the docker container with the Google News Vectors as this makes it accessible at runtime without requiring downloading from S3 or EFS. The Lambda required 1.5GB memory to run the model.

#File Management #Work Collaboration #Project Management 22 social mentions

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AWS CodePipeline

Deployment pipelines can be created on AWS using CodePipeline. This process is triggered by commits to a Github repository. It follows a sequence of defined steps, beginning with provisioning the infrastructure for the service, then testing the code, building a docker container and finally updating the Lambda:.

#Continuous Integration #DevOps Tools #Continuous Deployment 28 social mentions

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AWS CloudFormation

The Python script above can be run on the Cloud and made accessible via the internet as an API. We use AWS as our Cloud provider with CloudFormation to write infrastructure as code.

#DevOps Tools #Continuous Integration #Continuous Deployment 113 social mentions

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Amazon API Gateway

As many services can share the same ALB, their cost will be shared across projects. A cheaper alternative would be to use API Gateway.

#API Tools #APIs #Web Service Automation 95 social mentions