AWS Open Source Blog

A&E Engineering uses serverless technology to host online machine learning models

How A&E Engineering Uses Serverless Technology to Host Online Machine Learning Models

AWS partner A&E Engineering is using online machine learning models to monitor realtime data for improved manufacturing. Learn how to successfully deploy an online serverless machine learning model using open source Python River and AWS Cloud Development Kit (AWS CDK).

class activation map

Twin Neural Network Training with PyTorch and Fast.ai and its Deployment with TorchServe on Amazon SageMaker

In this post we demonstrate how to train a Twin Neural Network based on PyTorch and Fast.ai, and deploy it with TorchServe on Amazon SageMaker inference endpoint. For demonstration purposes, we build an interactive web application for users to upload images and make inferences from the trained and deployed model, based on Streamlit, which is an open source framework for data scientists to efficiently create interactive web-based data applications in pure Python.

Apply GitOps to Everything

How to Apply GitOps to Everything Using Amazon Elastic Kubernetes Service (Amazon EKS), Crossplane, and Flux

Open source Crossplane enables GitOps to be applied virtually everywhere using Kubernetes as a proxy to provision and manage cloud resources. This article will take you in a step-by-step workflow to provision Amazon Elastic Kubernetes Service (Amazon EKS) clusters and an Amazon Relational Database Service (Amazon RDS) database the GitOps way using Crossplane and Flux.

Open Sourcing Event Ruler

Open Sourcing Event Ruler

Amazon is excited to open source a key technology that powers EventBridge as Event Ruler under the Apache 2.0 license. Event Ruler is a Java library that allows you to build applications that can match any number of rules against events at several hundred thousand events per second.

Kubernetes Migration Factory main art

Using Kubernetes Migration Factory (KMF) to migrate from Google Kubernetes Engine (GKE) to Amazon Elastic Kubernetes Service (Amazon EKS)

Open source Kubernetes Migration Factory (KMF) can be used to quickly migrate your Kubernetes workloads from GKE to an Amazon EKS cluster. In this blog post, we provided an example of how KMF can be used from an operating system terminal.

Scaling AI and Machine Learning Workloads with Ray on AWS

Scaling AI and Machine Learning Workloads with Ray on AWS

Learn how AWS contributes to the scalability and operational efficiency of open source Ray and how AWS customers use Ray with AWS-managed services for secure, scalable, and enterprise-ready workloads across the entire data processing and AI/ML pipeline.

Accelerate AWS IAM Identity Center Implementation Using AWS Cloud Development Kit

Accelerate AWS IAM Identity Center (Successor to AWS Single Sign-On) Implementation using AWS Cloud Development Kit (AWS CDK)

In conversations with our customers, we often hear that they find it tedious to write AWS CloudFormation templates to create new permission sets, assign permission sets to users and groups in AWS IAM Identity Center (successor to AWS Single Sign-On) and grant access for users and groups to multiple AWS accounts in their organization. This […]