AWS Open Source Blog

Category: Technical How-to

Canary Testing with AWS App Mesh and Tekton

Canary Testing with AWS App Mesh and Tekton

Planning a release from product strategy to product delivery is a complex process with multiple interconnected services and workflows. On top of that, creating and deploying new versions of services into production has always been a challenge for developers. DevOps teams must choose an effective deployment strategy to enable Continuous Integration and Continuous Delivery (CI/CD) […]

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

In this post we demonstrate how to train a Twin Neural Network based on PyTorch and, 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.