MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline and AWS CDK

amazon-sagemaker-cdk-examples uses AWS CDK to simplify common architectures in machine leaning operations using Sagemaker and other AWS services.

MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline and AWS CDK

Example CDK project that creates a SageMaker Notbook instance with fastai2 installed

RAG (Retrieval-augmented generation) framework implementation example using AWS OpenSearch Serverless service as a Vector DB. Run commands against indices stored in OpenSearch collection using Jupyter notebook in AWS SageMaker. Deployed using AWS CDK for Python.

An example project showing how to use the AWS CDK with Amazon SageMaker notebook instances

AWS CDK example of creating a SageMaker Endpoint from a pre-trained Model

MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline and AWS CDK