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 43 sagemaker ml platforms frameworks tracked. 1 score above 70 (verified tier). The highest-rated is aws/sagemaker-python-sdk at 71/100 with 2,232 stars. 3 of the top 10 are actively maintained.

Get all 43 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	71	Verified	2,232	Python
2	aws/amazon-sagemaker-examples Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy...	64	Established	10,883	Jupyter Notebook
3	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	63	Established	554	Jupyter Notebook
4	aws/sagemaker-xgboost-container This is the Docker container based on open source framework XGBoost...	63	Established	144	Python
5	aws/sagemaker-training-toolkit Train machine learning models within a 🐳 Docker container using 🧠 Amazon SageMaker.	61	Established	535	Python
6	aws-deepracer-community/deepracer-on-the-spot Repo for running DeepRacer on Spot or Standard instances to save money...	59	Established	55	TypeScript
7	aws-samples/sagemaker-distributed-training-workshop Hands-on workshop for distributed training and hosting on SageMaker	55	Established	153	Jupyter Notebook
8	aws-samples/sagemaker-ssh-helper A helper library to connect into Amazon SageMaker with AWS Systems Manager...	55	Established	257	Python
9	aws-samples/amazon-sagemaker-edge-defect-detection-computer-vision Workshop showcasing how to run defect detection using computer vision at the...	53	Established	52	Python
10	aws/studio-lab-examples Example notebooks for working with SageMaker Studio Lab. Sign up for an...	51	Established	758	Jupyter Notebook
11	aws/sagemaker-spark A Spark library for Amazon SageMaker.	51	Established	301	Scala
12	spotty-cloud/spotty Training deep learning models on AWS and GCP instances	50	Established	493	Python
13	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	49	Emerging	168	Jupyter Notebook
14	aws/sagemaker-inference-toolkit Serve machine learning models within a 🐳 Docker container using 🧠 Amazon SageMaker.	49	Emerging	412	Python
15	aws-samples/cloud-experiments Open innovation with 60 minute cloud experiments on AWS	47	Emerging	87	Jupyter Notebook
16	vithursant/terraform-aws-spotgpu Fully automated provisioning of AWS EC2 Spot Instances for Deep Learning...	47	Emerging	149	HCL
17	aws-samples/zero-administration-inference-with-aws-lambda-for-hugging-face Zero administration inference with AWS Lambda for 🤗	44	Emerging	63	Python
18	aws-samples/aws-lambda-docker-serverless-inference Serve scikit-learn, XGBoost, TensorFlow, and PyTorch models with AWS Lambda...	44	Emerging	100	Jupyter Notebook
19	aws-samples/sagemaker-end-to-end-workshop Hands-on end-to-end workshop to explore Amazon SageMaker.	44	Emerging	61	Jupyter Notebook
20	carpentries-incubator/ML_with_AWS_SageMaker Learn how to scale up ML/AI pipelines using AWS SageMaker (GPUs, Cloud computing)	42	Emerging	2	Jupyter Notebook
21	aws-samples/amazon-sagemaker-pytorch-detectron2 This repository shows how to train an object detection algorithm with...	41	Emerging	29	Python
22	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...	40	Emerging	20	Python
23	aws-samples/hugging-face-workshop A 90-minute hands on workshop about Hugging Face on SageMaker.	40	Emerging	28	Jupyter Notebook
24	xbwei/data-analysis-aws Introducing basic usage of AWS	39	Emerging	7	Jupyter Notebook
25	aws-samples/amazon-sagemaker-pipelines-mxnet-image-classification Build an MXNet image classification model via SageMaker Pipelines	35	Emerging	11	Jupyter Notebook
26	machinelearnear/open-hf-spaces-in-studiolab template for duplicating and executing Hugging Face Spaces either on SM...	33	Emerging	11	Jupyter Notebook
27	murattkiran/food-classification Serverless Deep Learning using TensorFlow-Lite and AWS Lambda	32	Emerging	4	Jupyter Notebook
28	aws-sagemaker-jp/awesome-studio-lab-jp SageMaker Studio Labの教材を紹介するリポジトリ。	31	Emerging	98	—
29	strickvl/terraform-provider-huggingface-spaces A Terraform/OpenTofu provider for deploying Hugging Face Spaces	30	Emerging	1	Go
30	redhat-na-ssa/demo-rosa-sagemaker How to use ROSA with AWS sagemaker	30	Emerging	12	Shell
31	localstack-samples/sample-mnist-digit-recognition-sagemaker Demo to run the MNIST handwritten digit model on a locally running SageMaker endpoint	30	Emerging	5	JavaScript
32	shelpuk/AWS_simulator_for_reinforcement_learning AWS virtual infrastructure simulator for training reinforcement learning...	29	Experimental	11	Python
33	dabit3/amplify-ml-ai-predictions-example This is a general overview of the Predictions category of Amplify. It shows...	29	Experimental	24	JavaScript
34	yousafkhamza/terraform-sagemaker-notebook It's just a terraform code for build a sagemaker notebook instance...	27	Experimental	5	HCL
35	kevilkhadka/Amazon-SageMaker AWS is a powerful tool for learning and implementing machine learning algorithms.	25	Experimental	3	Jupyter Notebook
36	victor369basu/SagemakerHuggingfaceDashboard This is a solution that demonstrates how to train and deploy a pre-trained...	25	Experimental	11	Jupyter Notebook
37	Tekraj15/Object-Detection-with-Amazon-Sagemaker Object Detection using Amazon Sagemaker from AWS	22	Experimental	2	Jupyter Notebook
38	kogunlowo123/terraform-aws-sagemaker-studio AWS SageMaker Studio Terraform module with VPC-only mode, user profiles, and...	22	Experimental	—	HCL
39	levinoska/inventory-bin-count-classifier-aws-sagemaker 📦 Classify bin items using computer vision on AWS SageMaker, featuring...	21	Experimental	—	Jupyter Notebook
40	Erics38/creator-rate-guide ML-powered influencer rate calculator built for a brand partnerships lead....	19	Experimental	1	TypeScript
41	dubeyayushi/ML-Workflow-for-Scones-Unlimited An end-to-end machine learning workflow implementation for Scones Unlimited...	13	Experimental	—	HTML
42	salehsargolzaee/Deploy-PyTorch-Model-using-SageMaker Deploying a PyTorch model using AWS SageMaker	12	Experimental	5	Jupyter Notebook
43	silviomori/udacity-deeplearning-nanodegree-sagemaker-deployment Code and associated files for the deploying ML models within AWS SageMaker	11	Experimental	—	Jupyter Notebook

Comparisons in this category

sagemaker-python-sdk and amazon-sagemaker-examples (71 vs 64) amazon-sagemaker-examples and studio-lab-examples (64 vs 51) amazon-sagemaker-examples and aws-ml-jp (64 vs 49) amazon-sagemaker-examples and sagemaker-end-to-end-workshop (64 vs 44) sagemaker-python-sdk and studio-lab-examples (71 vs 51) sagemaker-python-sdk and sagemaker-training-toolkit (71 vs 61) sagemaker-python-sdk and sagemaker-inference-toolkit (71 vs 49) sagemaker-python-sdk and sagemaker-spark (71 vs 51) sagemaker-python-sdk and sagemaker-ssh-helper (71 vs 55) sagemaker-python-sdk and aws-ml-jp (71 vs 49)