Sagemaker Ml Platforms MLOps Tools

There are 39 sagemaker ml platforms tools tracked. 3 score above 50 (established tier). The highest-rated is aws-controllers-k8s/sagemaker-controller at 55/100 with 52 stars.

Get all 39 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=mlops&subcategory=sagemaker-ml-platforms&limit=20"

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# Tool Score Tier
1 aws-controllers-k8s/sagemaker-controller

ACK service controller for Amazon SageMaker

55
Established
2 SuperCowPowers/workbench

Workbench: An easy to use Python API for creating and deploying AWS SageMaker Models

54
Established
3 aws/aws-step-functions-data-science-sdk-python

Step Functions Data Science SDK for building machine learning (ML) workflows...

51
Established
4 aws-samples/amazon-sagemaker-mlops-workshop

MLOps workshop with Amazon SageMaker

45
Emerging
5 aws/sagemaker-sparkml-serving-container

This code is used to build & run a Docker container for performing...

44
Emerging
6 terraform-ibm-modules/terraform-ibm-watsonx-ai

Terraform module to create and configure watsonx.ai Project

43
Emerging
7 aws-samples/amazon-sagemaker-ab-testing-pipeline

Amazon SageMaker MLOps deployment pipeline for A/B Testing of machine...

43
Emerging
8 iterative/terraform-provider-iterative

☁️ Terraform plugin for machine learning workloads: spot instance recovery &...

41
Emerging
9 aws-samples/sm-data-wrangler-mlops-workflows

Integrate SageMaker Data Wrangler into your MLOps workflows with Amazon...

38
Emerging
10 aws-samples/amazon-sagemaker-pipeline-deploy-manage-100x-models-python-cdk

This GitHub repository showcases the implementation of a comprehensive...

37
Emerging
11 nimbo-sh/nimbo

Run compute jobs on AWS as if you were running them locally.

37
Emerging
12 stelsemeyer/aws-lambda-model-tf

A serverless, containerized machine learning model API using AWS Lambda &...

37
Emerging
13 aws-samples/amazon-sagemaker-mlops-byoc-using-codepipeline-aws-cdk

Sample solution to build a deployment pipeline for Amazon SageMaker.

36
Emerging
14 xtreamsrl/amld22-mlops-on-aws

Resources for the AMLD 2022 workshop "DevOps on AWS"

36
Emerging
15 aws-samples/reinvent2021-aim408-high-performance-cost-effective-model-deployment-amazon-sagemaker

This repo contains demo code for reInvent2021 session AIM408 Achieve high...

35
Emerging
16 oriolrius/sagemaker-unified-studio-demo

Educational ML project demonstrating machine overheat prediction using AWS...

34
Emerging
17 haythemtellili/amazon-sagemaker-cicd

CI/CD pipeline with Amazon SageMaker and Github actions

34
Emerging
18 HsiehShuJeng/cdk-comprehend-s3olap

This construct creates the foundation for developers to explore the...

27
Experimental
19 aws-samples/prediction-app-with-amazon-redshift-ml-and-api-gateway

A sample on how to create a machine learning prediction API based on data in...

26
Experimental
20 nerdimite/bert-deployment-aws

Code for the FullStack AI Live Coding Series- Part 3 (CellStrat AI Lab)

22
Experimental
21 kogunlowo123/terraform-azure-ai-studio

Terraform module for Azure AI Studio with hub workspaces, projects, model...

22
Experimental
22 kogunlowo123/terraform-aws-sagemaker-mlops

Terraform module for AWS SageMaker MLOps with model registry, pipelines,...

22
Experimental
23 scttfrdmn/aws-marimo-sagemaker

Run marimo reactive Python notebooks on AWS SageMaker Studio and Studio Lab...

22
Experimental
24 AngelDHackerman/AWS_Community_Builder_Modular_Lab

Cloud, Data Engineering and Machine Learning scenarios on AWS built with...

22
Experimental
25 kogunlowo123/terraform-gcp-vertex-ai-platform

GCP Vertex AI Terraform module with Feature Store, Endpoints, Workbench, and...

22
Experimental
26 mathewsrc/Operationalizing-an-AWS-ML-Project

This project SageMaker features to adjust, improve, configure, and prepare...

21
Experimental
27 scttfrdmn/aws-marimo

Run marimo reactive Python notebooks on AWS SageMaker Studio and Studio Lab

19
Experimental
28 Devalent/aws-realtime-predictions

An end-to-end example of a serverless machine learning pipeline for...

19
Experimental
29 251911748995/AWS-1ST-PROJECT

☁️ Build a scalable and secure cloud infrastructure on AWS with features...

14
Experimental
30 stojce/model-farm-orchestrator

A comprehensive MLOps platform that automates the deployment, monitoring,...

14
Experimental
31 kamomehettapi/terraform-clip-retrieval

End-to-end solution for generating CLIP indices

14
Experimental
32 Develop-Packt/Introduction-to-Data-Storage-on-Cloud-Services-AWS

Here you will cover the pros and cons of various cloud data storage...

13
Experimental
33 kyopark2014/lambda-with-ML-container

It shows how to deploy ML inference API based on XGBoost using AWS CDK in...

12
Experimental
34 kyopark2014/iot-with-ML-container

It shows how to deploy ML inference component based on XGBoost using IoT...

12
Experimental
35 MusW02/Serverless-Mnist-AI

☁️ A serverless deep learning API for handwritten digit recognition....

12
Experimental
36 InquestGeronimo/horizon-takeoff

Automating the deployment of the Takeoff Server on AWS for LLMs

11
Experimental
37 AlexIoannides/terraform-aws-dev-workstation

Terraform module for creating GPU enabled remote development workstations on AWS

11
Experimental
38 ashish-code/awscloud-ai-sandbox

Sandbox for end-to-end ML system experiments on AWS: SageMaker, Lambda, App...

11
Experimental
39 jlewitt1/runhouse-sagemaker

Run code effortlessly on SageMaker with Runhouse

11
Experimental