When you deploy a SageMaker Endpoint, the following operations occur at the backend. An ML compute instance is provisioned in a service managed account The Model image is downloaded on the instance and the container is run. The ML compute instance…
The instance fleets configuration for EMR clusters allows us to provision core nodes with different purchasing options (On-Demand/Spot). When a job is submitted to EMR, it may run the application master process in any of the available core nodes…
Docker allows us to package and run applications as an isolated process on a shared operating system, acting as a lighter weight alternative to virtual machines. The reason I chose to dockerise my blog was the same as everybody else, 'speeding up the…
Amazon CloudWatch Events enables you to react selectively to events in the cloud as well as in your applications. Using simple rules you can easily route each type of event to one or more targets including but not limited to AWS Lambda functions…
Amazon CloudWatch Events enables you to react selectively to events in the cloud as well as in your applications. Using simple rules you can easily route each type of event to one or more targets including but not limited to AWS Lambda functions…
Building a serverless application allows you to focus on your application code instead of managing and operating infrastructure. You do not have to think about provisioning or configuring servers since the cloud providers handles all of this for you…
As described in the Wikipedia page, "extract, transform, load (ETL) is the general procedure of copying data from one or more sources into a destination system which represents the data differently from the source(s)". Even though the crux of all ETL…
Amazon SageMaker is a fully-managed Machine Learning Service that lets its users build, train, and deploy machine learning models quickly without the need of setting up and managing the infrastructure behind it. With the advent of AWS reInvent 201…
AWS Glue is a fully managed ETL service provided by Amazon that makes it easy to extract and migrate data from one source to another whilst performing a transformation on the source data. Amongst these transformation is the Relationalize…
AWS Glue is a fully managed ETL service provided by Amazon that makes it easy to extract and migrate data from one source to another whilst performing a transformation on the source data. AWS Glue is a combination of multiple microservices that works…