Optimizing the cost of running AWS Elastic Beanstalk Workloads

By Dustin Ward

Amazon Web Services FeedOptimizing the cost of running AWS Elastic Beanstalk Workloads AWS Elastic Beanstalk handles provisioning resources, maintenance, health checks, automatic scaling, and other common tasks necessary to keep your application running, which allows you to focus on your application code. You can now run your applications on Elastic Beanstalk using Amazon Elastic Compute…

Safely deploying and monitoring Amazon SageMaker endpoints with AWS CodePipeline and AWS CodeDeploy

By Dustin Ward

Amazon Web Services FeedSafely deploying and monitoring Amazon SageMaker endpoints with AWS CodePipeline and AWS CodeDeploy As machine learning (ML) applications become more popular, customers are looking to streamline the process for developing, deploying, and continuously improving models. To reliably increase the frequency and quality of this cycle, customers are turning to ML operations (MLOps),…

Field Notes: Inference C++ Models Using SageMaker Processing

By Dustin Ward

Amazon Web Services FeedField Notes: Inference C++ Models Using SageMaker Processing Machine learning has existed for decades. Before the prevalence of doing machine learning with Python, many other languages such as Java, and C++ were used to build models. Refactoring legacy models in C++ or Java could be forbiddingly expensive and time consuming. Customers need…