SageMaker ML Platforms ML Frameworks

AWS SageMaker training, deployment, and orchestration tools for end-to-end machine learning workflows. Does NOT include general cloud ML platforms (GCP Vertex AI, Azure ML), infrastructure-as-code for other services, or non-SageMaker AWS tools.

There are 63 sagemaker ml platforms frameworks tracked. 7 score above 50 (established tier). The highest-rated is aws/sagemaker-python-sdk at 67/100 with 2,232 stars. 2 of the top 10 are actively maintained.

Get all 63 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	aws/sagemaker-python-sdk A library for training and deploying machine learning models on Amazon SageMaker	67	Established	2,232	Python
2	aws/amazon-sagemaker-examples Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy...	61	Established	10,883	Jupyter Notebook
3	aws-samples/sagemaker-ssh-helper A helper library to connect into Amazon SageMaker with AWS Systems Manager...	58	Established	257	Python
4	aws-samples/aws-ml-enablement-workshop 組織横断的にチームを組成し、機械学習による成長サイクルを実現する計画を立てるワークショップ	56	Established	554	Jupyter Notebook
5	aws/sagemaker-xgboost-container This is the Docker container based on open source framework XGBoost...	56	Established	144	Python
6	aws-deepracer-community/deepracer-on-the-spot Repo for running DeepRacer on Spot or Standard instances to save money...	55	Established	55	TypeScript
7	aws/sagemaker-training-toolkit Train machine learning models within a 🐳 Docker container using 🧠 Amazon SageMaker.	54	Established	535	Python
8	spotty-cloud/spotty Training deep learning models on AWS and GCP instances	49	Emerging	493	Python
9	aws-samples/sagemaker-distributed-training-workshop Hands-on workshop for distributed training and hosting on SageMaker	48	Emerging	153	Jupyter Notebook
10	aws-samples/amazon-sagemaker-edge-defect-detection-computer-vision Workshop showcasing how to run defect detection using computer vision at the...	46	Emerging	52	Python
11	aws/sagemaker-spark A Spark library for Amazon SageMaker.	44	Emerging	301	Scala
12	aws/studio-lab-examples Example notebooks for working with SageMaker Studio Lab. Sign up for an...	44	Emerging	758	Jupyter Notebook
13	aws/sagemaker-inference-toolkit Serve machine learning models within a 🐳 Docker container using 🧠 Amazon SageMaker.	42	Emerging	412	Python
14	aws-samples/aws-ml-jp SageMakerで機械学習モデルを構築、学習、デプロイする方法が学べるNotebookと教材集	42	Emerging	168	Jupyter Notebook
15	vithursant/terraform-aws-spotgpu Fully automated provisioning of AWS EC2 Spot Instances for Deep Learning...	40	Emerging	149	HCL
16	aws-samples/cloud-experiments Open innovation with 60 minute cloud experiments on AWS	40	Emerging	87	Jupyter Notebook
17	terraform-ibm-modules/terraform-ibm-watsonx-ai Terraform module to create and configure watsonx.ai Project	39	Emerging	2	HCL
18	carpentries-incubator/ML_with_AWS_SageMaker Learn how to scale up ML/AI pipelines using AWS SageMaker (GPUs, Cloud computing)	38	Emerging	2	Jupyter Notebook
19	aws-samples/aws-lambda-docker-serverless-inference Serve scikit-learn, XGBoost, TensorFlow, and PyTorch models with AWS Lambda...	37	Emerging	100	Jupyter Notebook
20	aws-samples/sagemaker-end-to-end-workshop Hands-on end-to-end workshop to explore Amazon SageMaker.	37	Emerging	61	Jupyter Notebook
21	aws-samples/zero-administration-inference-with-aws-lambda-for-hugging-face Zero administration inference with AWS Lambda for 🤗	37	Emerging	63	Python
22	aws-samples/amazon-sagemaker-pytorch-detectron2 This repository shows how to train an object detection algorithm with...	34	Emerging	29	Python
23	aws-samples/aws-cdk-deep-learning-image-vector-embeddings-at-scale-using-aws-batch AWS Blog post code for running feature-extraction on images using AWS Batch...	33	Emerging	20	Python
24	aws-samples/hugging-face-workshop A 90-minute hands on workshop about Hugging Face on SageMaker.	33	Emerging	28	Jupyter Notebook
25	oriolrius/sagemaker-unified-studio-demo Educational ML project demonstrating machine overheat prediction using AWS...	32	Emerging	1	Jupyter Notebook
26	xbwei/data-analysis-aws Introducing basic usage of AWS	32	Emerging	7	Jupyter Notebook
27	stelsemeyer/aws-lambda-model-tf A serverless, containerized machine learning model API using AWS Lambda &...	30	Emerging	6	HCL
28	xtreamsrl/amld22-mlops-on-aws Resources for the AMLD 2022 workshop "DevOps on AWS"	29	Experimental	7	Jupyter Notebook
29	aws-samples/amazon-sagemaker-pipelines-mxnet-image-classification Build an MXNet image classification model via SageMaker Pipelines	28	Experimental	11	Jupyter Notebook
30	HsiehShuJeng/cdk-comprehend-s3olap This construct creates the foundation for developers to explore the...	28	Experimental	2	TypeScript
31	localstack-samples/sample-mnist-digit-recognition-sagemaker Demo to run the MNIST handwritten digit model on a locally running SageMaker endpoint	26	Experimental	5	JavaScript
32	machinelearnear/open-hf-spaces-in-studiolab template for duplicating and executing Hugging Face Spaces either on SM...	26	Experimental	11	Jupyter Notebook
33	murattkiran/food-classification Serverless Deep Learning using TensorFlow-Lite and AWS Lambda	25	Experimental	4	Jupyter Notebook
34	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...	24	Experimental	3	TypeScript
35	aws-sagemaker-jp/awesome-studio-lab-jp SageMaker Studio Labの教材を紹介するリポジトリ。	24	Experimental	98	—
36	strickvl/terraform-provider-huggingface-spaces A Terraform/OpenTofu provider for deploying Hugging Face Spaces	23	Experimental	1	Go
37	redhat-na-ssa/demo-rosa-sagemaker How to use ROSA with AWS sagemaker	23	Experimental	12	Shell
38	levinoska/inventory-bin-count-classifier-aws-sagemaker 📦 Classify bin items using computer vision on AWS SageMaker, featuring...	22	Experimental	—	Jupyter Notebook
39	shelpuk/AWS_simulator_for_reinforcement_learning AWS virtual infrastructure simulator for training reinforcement learning...	22	Experimental	11	Python
40	kogunlowo123/terraform-azure-ai-studio Terraform module for Azure AI Studio with hub workspaces, projects, model...	22	Experimental	—	HCL
41	islamelkadi/terraform-aws-bedrock Production-ready Terraform module for AWS Bedrock with multi-framework...	22	Experimental	—	HCL
42	AngelDHackerman/AWS_Community_Builder_Modular_Lab Cloud, Data Engineering and Machine Learning scenarios on AWS built with...	22	Experimental	—	HCL
43	scttfrdmn/aws-marimo-sagemaker Run marimo reactive Python notebooks on AWS SageMaker Studio and Studio Lab...	22	Experimental	—	Shell
44	kogunlowo123/terraform-aws-sagemaker-mlops Terraform module for AWS SageMaker MLOps with model registry, pipelines,...	22	Experimental	—	HCL
45	kogunlowo123/terraform-aws-sagemaker-studio AWS SageMaker Studio Terraform module with VPC-only mode, user profiles, and...	22	Experimental	—	HCL
46	kogunlowo123/terraform-gcp-vertex-ai-platform GCP Vertex AI Terraform module with Feature Store, Endpoints, Workbench, and...	22	Experimental	—	HCL
47	dabit3/amplify-ml-ai-predictions-example This is a general overview of the Predictions category of Amplify. It shows...	22	Experimental	24	JavaScript
48	yousafkhamza/terraform-sagemaker-notebook It's just a terraform code for build a sagemaker notebook instance...	20	Experimental	5	HCL
49	scttfrdmn/aws-marimo Run marimo reactive Python notebooks on AWS SageMaker Studio and Studio Lab	19	Experimental	—	Shell
50	kevilkhadka/Amazon-SageMaker AWS is a powerful tool for learning and implementing machine learning algorithms.	18	Experimental	3	Jupyter Notebook
51	victor369basu/SagemakerHuggingfaceDashboard This is a solution that demonstrates how to train and deploy a pre-trained...	18	Experimental	11	Jupyter Notebook
52	Erics38/creator-rate-guide ML-powered influencer rate calculator built for a brand partnerships lead....	15	Experimental	1	TypeScript
53	Tekraj15/Object-Detection-with-Amazon-Sagemaker Object Detection using Amazon Sagemaker from AWS	15	Experimental	2	Jupyter Notebook
54	nerdimite/bert-deployment-aws Code for the FullStack AI Live Coding Series- Part 3 (CellStrat AI Lab)	15	Experimental	1	Jupyter Notebook
55	stojce/model-farm-orchestrator A comprehensive MLOps platform that automates the deployment, monitoring,...	14	Experimental	—	HCL
56	ashish-code/awscloud-ai-sandbox Sandbox for end-to-end ML system experiments on AWS: SageMaker, Lambda, App...	14	Experimental	—	—
57	mathewsrc/Operationalizing-an-AWS-ML-Project This project SageMaker features to adjust, improve, configure, and prepare...	14	Experimental	7	Jupyter Notebook
58	251911748995/AWS-1ST-PROJECT ☁️ Build a scalable and secure cloud infrastructure on AWS with features...	14	Experimental	—	—
59	Devalent/aws-realtime-predictions An end-to-end example of a serverless machine learning pipeline for...	12	Experimental	3	TypeScript
60	masroor-sma/Deploy-and-monitor-a-ML-Workflow-for-Image-Classification. End-to-end ML workflow using AWS SageMaker, Lambda, and Step Functions for...	11	Experimental	—	HTML
61	Develop-Packt/Introduction-to-Data-Storage-on-Cloud-Services-AWS Here you will cover the pros and cons of various cloud data storage...	11	Experimental	—	Jupyter Notebook
62	dubeyayushi/ML-Workflow-for-Scones-Unlimited An end-to-end machine learning workflow implementation for Scones Unlimited...	11	Experimental	—	HTML
63	MusW02/Serverless-Mnist-AI ☁️ A serverless deep learning API for handwritten digit recognition....	10	Experimental	—	CSS

Comparisons in this category

amazon-sagemaker-examples and studio-lab-examples (61 vs 44) amazon-sagemaker-examples and aws-ml-jp (61 vs 42) sagemaker-python-sdk and sagemaker-training-toolkit (67 vs 54) sagemaker-python-sdk and sagemaker-spark (67 vs 44) sagemaker-training-toolkit and sagemaker-inference-toolkit (54 vs 42) aws-ml-enablement-workshop and aws-ml-jp (56 vs 42)