Welcome to Amazon SageMaker. This site highlights example Jupyter notebooks for a variety of machine learning use cases that you can run in SageMaker.
This site is based on the SageMaker Examples repository on GitHub. Browse around to see what piques your interest. To run these notebooks, you will need a SageMaker Notebook Instance or SageMaker Studio. Refer to the SageMaker developer guide's Get Started page to get one of these set up.
On a Notebook Instance, the examples are pre-installed and available from the examples menu item in JupyterLab. On SageMaker Studio, you will need to open a terminal, go to your home folder, then clone the repo with the following:
git clone https://github.com/aws/amazon-sagemaker-examples.git
.. toctree:: :maxdepth: 1 :caption: Get started get_started/index
.. toctree:: :maxdepth: 1 :caption: SageMaker Studio aws_sagemaker_studio/index sagemaker-lineage/index
.. toctree:: :maxdepth: 1 :caption: SageMaker End-to-End Examples end_to_end/fraud_detection/index end_to_end/music_recommendation/index end_to_end/nlp_mlops_company_sentiment/index
.. toctree::
:maxdepth: 1
:caption: Patterns
patterns/ml_gateway/index
.. toctree::
:maxdepth: 1
:caption: SageMaker Use Cases
use-cases/index
.. toctree:: :maxdepth: 1 :caption: Autopilot autopilot/index
.. toctree:: :maxdepth: 1 :caption: Ingest Data ingest_data/index
.. toctree:: :maxdepth: 1 :caption: Label Data label_data/index
.. toctree:: :maxdepth: 1 :caption: Prep Data prep_data/index
.. toctree:: :maxdepth: 1 :caption: Feature Store sagemaker-featurestore/index
.. toctree:: :maxdepth: 1 :caption: Frameworks training/frameworks
.. toctree:: :maxdepth: 1 :caption: Training training/algorithms reinforcement_learning/index sagemaker-experiments/index sagemaker-debugger/index training/tuning training/distributed_training/index sagemaker-training-compiler/index sagemaker-script-mode/index training/bring_your_own_container training/management
.. toctree:: :maxdepth: 1 :caption: Inference inference/index
.. toctree:: :maxdepth: 1 :caption: Workflows sagemaker-pipelines/index sagemaker_processing/index sagemaker-spark/index step-functions-data-science-sdk/index
.. toctree:: :maxdepth: 1 :caption: Advanced examples sagemaker-clarify/index scientific_details_of_algorithms/index aws_marketplace/index
.. toctree:: :maxdepth: 1 :caption: Community examples contrib/index