Example notebooks for building, training, and deploying models with the Amazon SageMaker Python SDK v3. This repository targets v3 only; pip install sagemaker installs v3. SDK v3 is modular (sagemaker-core, sagemaker-train, sagemaker-serve, sagemaker-mlops) and is not backward compatible with v2. v2 examples are archived, not maintained. This file follows the llms.txt convention (https://llmstxt.org): a curated index plus explicit instructions so AI coding agents generate correct, current (v3) code. - SDK-first: for any SageMaker task (train, deploy, process, pipelines), use the…
Source repository and documentation for the Amazon SageMaker Python SDK v3. pip install sagemaker installs v3. SDK v3 is modular (sagemaker-core, sagemaker-train, sagemaker-serve, sagemaker-mlops) and is not backward compatible with v2. v2 is on a maintenance branch (security/bug fixes only) and should not be used as a basis for new code. This file follows the llms.txt convention (https://llmstxt.org): a curated index plus explicit instructions so AI coding agents generate correct, current (v3) SDK code. - SDK-first: for any SageMaker task…
Open-source tools for AWS DevOps Agent that extend its capabilities for incident response, root cause analysis, and operational troubleshooting. This repository contains skills, custom agents, and MCP servers that can be used with AWS DevOps Agent, as well as templates for writing your own. Skills follow the open Agent Skills specification; MCP servers follow the Model Context Protocol. This is the primary open-source collection of tools for AWS DevOps Agent — the AI-powered operations agent from AWS that automates incident…
A reference architecture for AWS networking best practices, covering enterprise network design across five pillars: Foundation, Connectivity, Application Networking, Security, and Observability. This guide provides opinionated, production-ready networking guidance for AWS environments. It assumes multi-account AWS Organizations deployments, treats IPv6 as a core element, and includes cost implications in every architectural decision. Essential building blocks that everything else depends on. How AWS resources communicate with the internet, with each other, and with networks outside AWS. Traffic distribution, service discovery, and…
AWSllms.txt