In Part1, we have learned and built the AWS services (API Gateway, Lambda, DynamoDB) specific components of the serverless architecture as shown below. We shall build the rest of the serverless architecture in this article. To sum it up, we will build Jotter (a note taking app) in React and use Amplify to talk to... » read more
In this series we shall be building Jotter (a note taking app). Jotter is a serverless web application built with React and Amplify using AWS cloud services. The illustration below depicts the serverless architecture we are going to build. After deployment: Understanding Serverless: Just put your code on cloud and run it. Without worrying about... » read more
In an earlier post, we had described the need for automating the Data Engineering pipeline for Machine Learning based systems. Today, we will expand the scope to setup a fully automated MLOps pipeline using Google Cloud Composer. Cloud Composer Cloud Composer is official defined as a fully managed workflow orchestration service that empowers you to... » read more
A common use case in Machine Learning life cycle is to have access to the latest training data so as to prevent model deterioration. A lot of times data scientists find it cumbersome to manually export data from data sources such as relational databases or NoSQL data stores or even distributed data. This necessitates automating... » read more