CDK

In this blog post, you will learn how to build a serverless solution for invoice processing using Amazon Textract, AWS Lambda, and the Go programming language. Invoices and expense receipt images uploaded to Amazon S3 will trigger a Lambda function which will extract invoice metadata (ID, date, amount, etc.) using the AWS Go SDK and persist it to an Amazon DynamoDB table. You will also use Go bindings for AWS CDK to implement "Infrastructure-as-code" for the entire solution and deploy it with the AWS Cloud Development Kit…

AWS Glue is a serverless data integration service that makes it easier to discover, prepare, move, and integrate data from multiple sources for analytics, machine learning (ML), and application development. This article will go into the best practices of application development and deployment on Cloud mandate using Infrastructure as code (IaC).  Out of the various technologies available in the market for writing IaC, AWS CDK leverages popular programming languages (Python, Typescript, Java, Go, etc.) and is widely adopted…

Deploying an EC2 instance for deep learning is easy with CDKThe rough overview of what we are building today.As a data scientist I often have to run jobs on GPUs in the cloud and I have a visceral hate for clicking through UIs. In the past when I needed a GPU instance for some one-off model training I laboriously navigated through AWS’ UI. Not anymore! Now it’s easy to create an EC2 stack that knows how to install and instantiate everything you need. In this tutorial we’ll use AWS CDK to create an EC2 instance. We’ll…