sagemaker

A modular and comprehensive solution to deploy a Multi-LLM and Multi-RAG powered chatbot (Amazon Bedrock, Anthropic, HuggingFace, OpenAI, Meta, AI21, Cohere, Mistral) using AWS CDK on AWS

aws chatbot bedrock aurora semantic-search opensearch cdk claude sagemaker huggingface kendra llm langchain opensearch-serverless pgvector vectordb genai amazon-bedrock idefics

UpdatedFeb 20, 2025
TypeScript

aws /deep-learning-containers

Star1.1k

AWS Deep Learning Containers are pre-built Docker images that make it easier to run popular deep learning frameworks and tools on AWS.

docker aws tensorflow pytorch sagemaker

UpdatedMar 14, 2025
Python

run-house /runhouse

Star1k

Distribute and run AI workloads magically in Python, like PyTorch for ML infra.

python api infrastructure aws middleware data-science machine-learning deployment serverless azure gcp collaboration pytorch distributed artificial-intelligence ray observability sagemaker fastapi

UpdatedMar 14, 2025
Python

aws-samples /generative-ai-use-cases-jp

Star848

すぐに業務活用できるビジネスユースケース集付きの安全な生成AIアプリ実装

react aws lambda typescript chatbot bedrock image-generation nova mistral claude sagemaker rag llm generative-ai claude3 command-r llama3 deepseek-r1

UpdatedMar 14, 2025
TypeScript

aws /studio-lab-examples

Star700

Example notebooks for working with SageMaker Studio Lab. Sign up for an account at the link below!

training aws machine-learning deep-learning deploy inference sagemaker huggingface amazon-sagemaker-lab sagemaker-studio-lab

UpdatedAug 24, 2024
Jupyter Notebook

aws /sagemaker-training-toolkit

Star506

Train machine learning models within a 🐳 Docker container using 🧠 Amazon SageMaker.

python training docker aws machine-learning deep-learning sagemaker

UpdatedFeb 11, 2025
Python

spotty-cloud /spotty

Star492

Training deep learning models on AWS and GCP instances

docker aws deep-learning gpu gcp google-cloud spot-instances sagemaker

UpdatedOct 18, 2023
Python

Kenza-AI /sagify

Star439

LLMs and Machine Learning done easily

openai cohere sagemaker large-language-models llm generative-ai langchain llmops large-language-model anthropic langchain-python llm-inference open-source-llm ai-gateway

UpdatedMar 10, 2024
Python

awslabs /generative-ai-cdk-constructs

Star433

AWS Generative AI CDK Constructs are sample implementations of AWS CDK for common generative AI patterns.

agent aws summarization knowledge-base opensearch step-functions content-generation sagemaker appsync aws-cdk huggingface question-answering-system llm generative-ai langchain retrieval-augmented-generation amazon-bedrock

UpdatedMar 16, 2025
TypeScript

aws /sagemaker-inference-toolkit

Star399

Serve machine learning models within a 🐳 Docker container using 🧠 Amazon SageMaker.

python docker aws machine-learning deep-learning inference sagemaker

UpdatedNov 20, 2023
Python

syne-tune /syne-tune

Star399

Large scale and asynchronous Hyperparameter and Architecture Optimization at your fingertips.

machine-learning hyperparameter-optimization multi-objective-optimization bayesian-optimization hyperparameter-tuning neural-architecture-search sagemaker

UpdatedMar 5, 2025
Python

thoughtworks /mlops-platforms

Star390

Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...

data-science machine-learning knime pachyderm databricks datarobot azureml h2oai dataiku seldon iguazio sagemaker kubeflow mlops mlflow google-ai-platform

UpdatedNov 10, 2022

aws-solutions-library-samples /fraud-detection-using-machine-learning

Star309

Setup end to end demo architecture for predicting fraud events with Machine Learning using Amazon SageMaker

machine-learning deep-learning xgboost fraud-detection sagemaker aws-sagemaker sagemaker-example

UpdatedOct 2, 2024
Jupyter Notebook

aws /sagemaker-spark

Star299

A Spark library for Amazon SageMaker.

python aws machine-learning scala spark sagemaker amazon-sagemaker

UpdatedMar 8, 2025
Scala

awslabs /Renate

Star286

Library for automatic retraining and continual learning

aws machine-learning neural-network machine-learning-algorithms pytorch hyperparameters-optimization neural hyperparameter-tuning sagemaker continual-learning pytorch-lightning

UpdatedSep 30, 2024
Python

aws /sagemaker-tensorflow-training-toolkit

Star270

Toolkit for running TensorFlow training scripts on SageMaker. Dockerfiles used for building SageMaker TensorFlow Containers are athttps://github.com/aws/deep-learning-containers.

docker aws tensorflow sagemaker

UpdatedFeb 11, 2025
Python

aws-samples /aws-ai-ml-workshop-kr

Star268

A collection of localized (Korean) AWS AI/ML workshop materials for hands-on labs.

aws machine-learning ai workshop deep-learning algorithms ml hands-on sagemaker

UpdatedMar 14, 2025
Jupyter Notebook

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