Data processing options for AI/ML

Training an accurate machine learning (ML) model requires many different steps, but none are potentially more important than data processing. Examples of processing steps include converting data to the input format expected by the ML algorithm, rescaling and normalizing, cleaning and tokenizing text, and many more. However, data processing at Read more…

Operating Lambda: Application design – Part 3

In the Operating Lambda series, I cover important topics for developers, architects, and systems administrators who are managing AWS Lambda-based applications. This three-part series discusses application design for Lambda-based applications. Part 1 shows how to work with Service Quotas, when to request increases, and architecting with quotas in mind. Part Read more…

Manage Amazon CloudWatch agent deployment at scale using the AWS Cloud Development Kit to optimize AWS usage

In this blog post, we will show you how you can programmatically deploy the Amazon CloudWatch agent using the AWS Cloud Development Kit (AWS CDK) as you create your Amazon Elastic Compute Cloud (Amazon EC2) instances. You can use the command line, AWS Systems Manager, and AWS CloudFormation to install the CloudWatch agent on your EC2 instances. We Read more…