SageMaker

https://aws.amazon.com/sagemaker/ 

https://aws.amazon.com/sagemaker/pricing/ 

Create SageMaker Domain

Select options with VPC setup

Click through options.

https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks-comparison.html 

Attach a custom SageMaker image to SageMaker Domain

https://docs.aws.amazon.com/sagemaker/latest/dg/studio-byoi-attach.html?icmpid=docs_sagemaker_console_studio 

https://docs.aws.amazon.com/sagemaker/latest/dg/studio-byoi-create-sdk.html 

Create a ECR repo

aws ecr create-repository \

    --repository-name smstudio-custom \

    --image-scanning-configuration scanOnPush=true

https://github.com/aws-samples/sagemaker-studio-image-build-cli 

Attach a Lifecycle Configuration with Amazon SageMaker Studio

https://docs.aws.amazon.com/sagemaker/latest/dg/studio-lcc.html 

https://github.com/aws-samples/sagemaker-studio-lifecycle-config-examples 

https://github.com/aws-samples/amazon-sagemaker-notebook-instance-lifecycle-config-samples 

Attache a Lifecycle configuration with Notebook Instances

Install JupyterLab extensions (JupyterLab is <2)

#!/bin/bash

set -e

sudo -u ec2-user -i <<'EOF'

source /home/ec2-user/anaconda3/bin/activate JupyterSystemEnv

jupyter labextension install jupyterlab-plotly@4.14.3 plotlywidget@4.14.3 jupyter-dash

conda deactivate

EOF