SageMaker Studio Administration Best Practices Whitepaper

Here's yet another resource worth reading.

This is strictly "best AWS practices" type of resource - it has little to do with machine learning, but rather with a proper AWS and SageMaker configuration.

What does it tackle?

• how to build your multi account structure - pros and cons of various types

• how to manage users, permissions, roles - in a sane way

• how to plan your VPC, not only to protect the traffic but also be prepared for team expansion

• how to encrypt data - at rest and in transit

• how to log all actions - with CloudTrail and CloudWatch

• how to extend SageMaker Studio - with lifecycles policies or JupyterLab extensions

Who should read it?

If you're not only using SageMaker Studio but also setting it up and managing it, this one is definitely for you!

Where do I find it?

Here’s a link.

This white paper is not as important as the ML Lens I've described previously here:

AWS WAF Machine Learning Lens...

but a great guide nevertheless. Definitely give it a shot, as it is not as lengthy as the WAF ML Lens.

Additionally, you might be interested in an article I wrote on the similar topic.