A helper library to connect into Amazon SageMaker with AWS Systems Manager and SSH (Secure Shell)

This repository contains examples of Docker images that can be used as custom images for KernelGateway Apps in SageMaker Studio

MLOps workshop with Amazon SageMaker

使用SageMaker+XGBoost，将时间序列转换为监督学习，完成预测性维护的实践

CLI for building Docker images in SageMaker Studio using AWS CodeBuild.

Hosting code-server on Amazon SageMaker

AWS SageMaker를 이용한 MLOps와 LLMOps

Tools and IAC to setup SageMaker Studio for team collaboration.

Sample datasets and code for operationalizing Amazon Fraud Detector using SageMaker DataWrangler, Feature Store, and Pipelines.

DAIVI is a reference solution with IAC modules to accelerate development of Data, Analytics, AI and Visualization applications on AWS using the next generation Amazon SageMaker Unified Studio. The goal of the DAIVI solution is to provide engineers with sample infrastructure-as-code modules and application modules to build their data platforms.

SageMaker Experiments and DVC

SageMaker Studio Docker CLI Extension

This repository contains samples for fine-tuning embedding models using Amazon SageMaker. Embedding models are useful for tasks such as semantic similarity, text clustering, and information retrieval. Fine-tuning these models on your specific domain data can greatly improve their performance.

This solution provides a way to deploy SageMaker Studio in a private and secure environment. The solution integrates with a Custom SAML 2.0 Application as the mechanism to trigger the authentication to Amazon SageMaker Studio with the ability to limit the authorization to specific network environments.

Sagemaker Studio Docker UI Extension

This solution shows how to deliver reusable and self-contained custom components to Amazon SageMaker environment using AWS Service Catalog, AWS CloudFormation, SageMaker Projects and SageMaker Pipelines.

This is an example to demonstrate Amazon SageMaker Data Wrangler capabilities. The workshop showcases entire ML workflow steps for Diabetic Patient Readmission Dataset from UCI.

Data governance through AWS LakeFormation credentials vending API