Category: Developer Tools

Comparing machine learning algorithm performance is fundamental for machine learning practitioners, and data scientists. The goal is to evaluate the appropriate algorithm to implement for a known business problem. Machine learning performance is often correlated to the usefulness of the model deployed. Improving the performance of the model typically results in an increased accuracy of […]

Introduction Too often, architects fall into the trap of thinking the architecture of an application is restricted to just the runtime part of the architecture. By doing this we focus on only a single customer (such as the application’s users and how they interact with the system) and we forget about other important customers like […]

This post was co-written with Matthew Coulter, Lead Technical Architect of Global Risk at Liberty Mutual Liberty IT Solutions, part of Liberty Mutual Group, has been using AWS CloudFormation to deploy serverless applications on AWS for the last four years. These deployments typically involve defining, integrating, and monitoring services such as AWS Lambda, Amazon API […]

If you are interested in serverless architecture, you may have read many contradictory articles and wonder if serverless architectures are cost effective or expensive. I would like to clear the air around the issue of effectiveness through an analysis of a web scraping solution. The use case is fairly simple: at certain times during the […]

Owen Zacharias, Vice President of Application Delivery at NextGen Healthcare, explains to AWS Solutions Architect Andrea Sabet how his company developed a series of build and deployment pipelines using native AWS services in the highly regulated healthcare sector. Learn how the following services can be used to build and deploy infrastructure and application code: AWS […]

September 8, 2021: Amazon Elasticsearch Service has been renamed to Amazon OpenSearch Service. See details. Note: This blog post was updated June 6, 2019. A key component of enterprise multi-account environments is logging. Centralized logging provides a single point of access to all salient logs generated across accounts and regions, and is critical for auditing, […]

AWS customers can use tags to assign metadata to their AWS resources. Each tag is a simple label consisting of a customer-defined key and an optional value that can make it easier to manage, search for, and filter resources. Although there are no inherent types of tags, they enable customers to categorize resources by multiple […]