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awesome-aws-workshops

dgomesbr / awesome-aws-workshops

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Star 413

(Unofficial) curated list of awesome workshops found around in the internet. As we all have been there, finding that workshop that you have just attended shouldn't be hard. The idea is to provide an easy central repository, in a collaborative way.

aws sql-server serverless analytics aws-iam aws-iot amazon-sagemaker aws-glue amazon-textract aws-workshops application-modernization sagemaker-workshop immersion-day amazon-sagemaker-workshop amazon-eks-workshop iot-aws

Updated Sep 14, 2021
HTML

aws / sagemaker-spark

Star 300

A Spark library for Amazon SageMaker.

python aws machine-learning scala spark sagemaker amazon-sagemaker

Updated Mar 8, 2025
Scala

aws-samples / amazon-sagemaker-local-mode

Star 261

Amazon SageMaker Local Mode Examples

machine-learning tensorflow scikit-learn pytorch lightgbm pycharm dask prophet tensorflow-training gensim-word2vec catboost sagemaker amazon-sagemaker huggingface prophet-model delta-lake pytorch-training sagemaker-processing huggingface-transformers hdbscan-clustering-algorithm

Updated Apr 29, 2025
Python

aws-samples / sagemaker-ssh-helper

Star 255

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

ssh aws machine-learning vscode pycharm sagemaker amazon-sagemaker aws-systems-manager sagemaker-studio

Updated Jul 7, 2025
Python

aws-samples / amazon-sagemaker-mlops-workshop

Star 111

MLOps workshop with Amazon SageMaker

machine-learning sagemaker amazon-sagemaker sagemaker-deployment tensorflow2 model-monitoring sagemaker-processing sagemaker-studio mlops-workshop sagemaker-pipelines

Updated Mar 25, 2025
Jupyter Notebook

aws-samples / amazon-sagemaker-safe-deployment-pipeline

Star 106

Safe blue/green deployment of Amazon SageMaker endpoints using AWS CodePipeline, CodeBuild and CodeDeploy.

aws-codepipeline aws-cloudformation amazon-sagemaker

Updated Oct 13, 2022
Jupyter Notebook

cloud-experiments

aws-samples / cloud-experiments

Star 87

Open innovation with 60 minute cloud experiments on AWS

data-science machine-learning notebooks amazon-rekognition amazon-s3 amazon-athena aws-cloud amazon-sagemaker amazon-comprehend aws-glue

Updated Apr 22, 2024
Jupyter Notebook

aws-samples / sagemaker-101-workshop

Star 79

Hands-on demonstrations for data scientists exploring Amazon SageMaker

aws workshops sagemaker amazon-sagemaker

Updated May 21, 2025
Jupyter Notebook

Ditectrev / Amazon-Web-Services-Certified-AWS-Certified-Machine-Learning-MLS-C01-Practice-Tests-Exams-Question

Star 73

⛳️ PASS: Amazon Web Services Certified (AWS Certified) Machine Learning Specialty (MLS-C01) by learning based on our Questions & Answers (Q&A) Practice Tests Exams.

aws machine-learning apache-spark aws-lambda neural-network linear-regression amazon-emr amazon-ec2 aws-batch amazon-cloudwatch amazon-s3 amazon-athena amazon-sagemaker amazon-comprehend aws-glue amazon-textract amazon-transcribe aws-certified mls-c01 aws-certified-machine-learning

Updated Oct 14, 2024

aws-samples / generative-ai-sagemaker-cdk-demo

Star 72

Deploy Generative AI models from Amazon SageMaker JumpStart using AWS CDK

python machine-learning aws-lambda artificial-intelligence iac amazon-ecr amazon-api-gateway amazon-ecs amazon-s3 amazon-sagemaker aws-cdk aws-systems-manager foundation-models llms generative-ai

Updated May 19, 2025
Python

aws-samples / generative-ai-on-amazon-sagemaker

Star 71

Amazon SageMaker AI collection of examples, code samples and recipes.

amazon-sagemaker llm generative-ai

Updated Oct 21, 2025
Jupyter Notebook

aws-solutions-library-samples / guidance-for-natural-language-queries-of-relational-databases-on-aws

Star 67

Demonstration of Natural Language Query (NLQ) of an Amazon RDS for PostgreSQL database, using SageMaker JumpStart, Amazon Bedrock, LangChain, Streamlit, and Chroma.

aws amazon amazon-web-services natural-language-queries amazon-sagemaker nlq foundation-models generative-ai amazon-rds-postgresql gen-ai amazon-bedrock

Updated Oct 19, 2024
Python

aws-samples / sagemaker-end-to-end-workshop

Star 60

Hands-on end-to-end workshop to explore Amazon SageMaker.

aws machine-learning workshops sagemaker amazon-sagemaker immersion-day amazon-sagemaker-studio

Updated Mar 5, 2023
Jupyter Notebook

qtangs / sagemaker-notebook-container

Star 57

Docker images that replicate the Amazon SageMaker Notebook instance.

machine-learning jupyter-notebook amazon-sagemaker sagemaker-notebook-container notebook-instance

Updated Nov 14, 2021
Python

aws-samples / amazon-sagemaker-managed-spot-training

Star 50

Amazon SageMaker Managed Spot Training Examples

aws mxnet tensorflow pytorch spot-instances xgboost cloudformation-template tensorflow-training sagemaker amazon-sagemaker mxnet-gluon spot-interruption pytorch-training sagemaker-notebook

Updated Jun 27, 2024
Jupyter Notebook

aws-samples / multimodal-rag-on-slide-decks

Star 44

'Talk to your slide deck' (Multimodal RAG) using foundation models (FMs) hosted on Amazon Bedrock and Amazon SageMaker

amazon-web-services multimodal amazon-sagemaker rag amazon-sagemaker-notebook generative-ai retrieval-augmented-generation amazon-bedrock amazon-opensearch-serverless amazon-titan opensearch-ingestion

Updated Jan 27, 2025
HTML

amazon-sagemaker-protein-classification

aws-samples / amazon-sagemaker-protein-classification

Star 42

Implementation of Protein Classification based on subcellular localization using ProtBert(Rostlab/prot_bert_bfd_localization) model from Hugging Face library, based on BERT model trained on large corpus of protein sequences.

proteins protein-sequences distributed-training amazon-sagemaker bert-models amazon-sagemaker-studio protien-classification protbert-model sagemaker-distributed-data-parallel