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. 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 intro.rst
.. 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