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Deploying PyTorch Model as a Serverless Service

Amazon S3 AWS Lambda Amazon ECR AWS CloudFormation Amazon API Gateway
  1. Amazon Web Services Lambda is a platform for easy building of data processing triggers for AES services of all types.
    AWS Lambda Service — “With great power comes less responsibility” AWS Lambda is basically a service which lets you run functions on cloud servers without actually managing any servers. Managing servers is never an easy task as mentioned earlier. With serverless we don’t have to think about scalability and robustness of our infrastructure, since AWS takes care of it for us. To communicate with AWS resources like ECR, S3 ..etc programmatically we need to install AWS CLI.

    #Development #Cloud Computing #VPS 43 social mentions

  2. Amazon S3 is an object storage where users can store data from their business on a safe, cloud-based platform. Amazon S3 operates in 54 availability zones within 18 graphic regions and 1 local region.
    **Serverless Framework **Serverless framework lets you quickly construct and deploy serverless applications using services like AWS Lambda, S3, Amazon API Gateway etc. This framework leverages AWS CloudFormation to fire up all the resources required to build our inference API using a YAML configuration file. To install serverless framework please follow along the instructions and make sure to configure serverless with your AWS secret access keys following the guide.

    #Cloud Hosting #Object Storage #Cloud Storage 170 social mentions

  3. Automatic, event-driven compute service
    Pricing:
    • Open Source
    **Serverless Framework **Serverless framework lets you quickly construct and deploy serverless applications using services like AWS Lambda, S3, Amazon API Gateway etc. This framework leverages AWS CloudFormation to fire up all the resources required to build our inference API using a YAML configuration file. To install serverless framework please follow along the instructions and make sure to configure serverless with your AWS secret access keys following the guide.

    #Cloud Computing #Cloud Hosting #Backend As A Service 245 social mentions

  4. Amazon ECR is a fully-managed Docker container registry enabling developers to store, manage, and deploy Docker container images.
    **AWS ECR — **Docker 🐳 is all you need Amazon Elastic Container Registry (ECR) is a fully managed container registry that makes it easy to store, manage, share, and deploy your container images and artifacts anywhere. So we basically build a docker image of our classifier pipeline and store it in AWS ECR.

    #Container Registry #Cloud Hosting #Object Storage 39 social mentions

  5. AWS CloudFormation gives developers and systems administrators an easy way to create and manage a...
    Pricing:
    • Open Source
    **Serverless Framework **Serverless framework lets you quickly construct and deploy serverless applications using services like AWS Lambda, S3, Amazon API Gateway etc. This framework leverages AWS CloudFormation to fire up all the resources required to build our inference API using a YAML configuration file. To install serverless framework please follow along the instructions and make sure to configure serverless with your AWS secret access keys following the guide.

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

  6. Create, publish, maintain, monitor, and secure APIs at any scale
    **Serverless Framework **Serverless framework lets you quickly construct and deploy serverless applications using services like AWS Lambda, S3, Amazon API Gateway etc. This framework leverages AWS CloudFormation to fire up all the resources required to build our inference API using a YAML configuration file. To install serverless framework please follow along the instructions and make sure to configure serverless with your AWS secret access keys following the guide.

    #API Tools #APIs #Web Service Automation 94 social mentions

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