wehub-resource-sync
45 lines
3.1 KiB
ReStructuredText
45 lines
3.1 KiB
ReStructuredText
Introduction to Amazon SageMaker
|
|
=================================
|
|
|
|
You have several options for how you can use Amazon SageMaker.
|
|
|
|
1. IDE: `SageMaker Studio <https://docs.aws.amazon.com/sagemaker/latest/dg/studio.html>`_
|
|
2. Console: `SageMaker Notebook Instances <https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks.html>`_
|
|
3. Command line & SDK: `AWS CLI <https://docs.aws.amazon.com/cli/latest/reference/sagemaker/index.html#cli-aws-sagemaker>`_, `boto3 <https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/sagemaker.html>`_, & `SageMaker Python SDK <https://sagemaker.readthedocs.io/>`_
|
|
4. 3rd party integrations: `Kubeflow <https://docs.aws.amazon.com/sagemaker/latest/dg/kubernetes-sagemaker-components-for-kubeflow-pipelines.html>`_ & `Kubernetes operators <https://docs.aws.amazon.com/sagemaker/latest/dg/kubernetes-sagemaker-operators.html>`_
|
|
|
|
If you're new to SageMaker we recommend starting with more feature-rich SageMaker Studio.
|
|
It uses the familiar JupyterLab interface and has seamless integration with a variety of deep learning and data science environments and scalable compute resources for training, inference, and other ML operations.
|
|
Studio offers teams and companies easy on-boarding for their team members, freeing them up from complex systems admin and security processes.
|
|
Administrators control data access and resource provisioning for their users.
|
|
|
|
Notebook Instances are another option.
|
|
They have the familiar Jupyter and JuypterLab interfaces that work well for single users, or small teams where users are also administrators.
|
|
|
|
Advanced users also use SageMaker solely with the AWS CLI and Python scripts using boto3 and/or the SageMaker Python SDK.
|
|
Kubeflow users can setup workflows to use SageMaker directly as well. And Kubernetes users can setup their environment to use SageMaker operators for training and inference.
|
|
|
|
This website offers examples for all types of customers and levels of expertise.
|
|
|
|
But if you're just getting started, we recommend that you check out the videos for Studio and Notebook Instances to decide which is best for you.
|
|
|
|
After you watch the video and complete on-boarding, you will have cloned this examples repo and be able to run the notebooks from this website from within SageMaker.
|
|
|
|
|
|
Get started with SageMaker Studio
|
|
----------------------------------
|
|
.. raw:: html
|
|
|
|
<div style="position: relative; padding-bottom: 5%; height: 0; overflow: hidden; max-width: 100%; height: auto;">
|
|
<iframe width="560" height="315" src="https://www.youtube.com/embed/wiDHCWVrjCU" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
|
|
</div>
|
|
|
|
|
|
Get started with SageMaker Notebook Instances
|
|
---------------------------------------------
|
|
.. raw:: html
|
|
|
|
<div style="position: relative; padding-bottom: 5%; height: 0; overflow: hidden; max-width: 100%; height: auto;">
|
|
<iframe width="560" height="315" src="https://www.youtube.com/embed/X5CLunIzj3U" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
|
|
</div>
|