{"repo":"aws-samples/mlops-e2e","free":true,"listed":false,"github":"https://github.com/aws-samples/mlops-e2e","clone":"git clone https://github.com/aws-samples/mlops-e2e.git","description":"MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline and AWS CDK","language":"TypeScript","stars":161,"topics":["mlops","aws-sagemaker","aws-cdk","aws-codepipeline"],"license":"MIT-0","category":"machine-learning","readme_excerpt":"MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline and AWS CDK This sample project uses a sample machine learning project to showcase how we can implement MLOps - CI/CD for Machine Learning using Amazon SageMaker, AWS CodePipeline and AWS CDK Pre-requisite Python (version 3.10 or higher) NodeJS (version 18 or higher) Yarn (installed via npm install -g yarn ) Typescript (installed via npm install -g typescript ) AWS CDK v2 CLI (installed via npm install -g aws-cdk ) AWS CLI (version 2 or higher) AWS CLI Configuration (configured via aws configure ) Configuration Source Repo Option 1: Use GitHub Repo 1. Fork this repo in your GitHub account 1. Create a GitHub connection using the CodePipeline console to provide CodePipeline with access to your Github repositories (See session Create a connection to GitHub (CLI)) 1. Update the GitHub related configuration in the ./configuration/projectConfig.json file Set the value of repoType to git Update the value of githubConnectionArn , githubRepoOwner and githubRepoName Option 2: Create a CodeCommit Repo in your AWS account Alternatively, the CDK Infrastructure code can provision a CodeCommit Repo as Source Repo for you. To switch to this option, set the value of repoType to codecommit in the ./configuration/projectConfig.json file. IP Permit List Please note that for simplicity, the API endpoint for the online model consumers is not protected by any authentication process. By default, it can be accessed by anyone f","default_branch":null,"files":null,"tree":[],"storefront":"/r/aws-samples","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/aws-samples/mlops-e2e/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}