Guides for sagemaker
How to make startup scripts for Jupyter kernels reliable?
Running some code whenever your Jupyter notebook starts is handy and easy.
SageMaker: install Jupyter extensions in restart-proof way
“Every time my notebook shuts down and restarts, I lose notebook extensions and have to reinstall them from the terminal”, my teammate said. Eventually, he gave up reinstalling them.
SageMaker: SSH to notebook instances
If you’re using SageMaker as a development machine, you’ll need SSH access to notebook instances sooner or later.
SageMaker: save your conda environments after the machine restarts
Are you creating conda environments and installing packages from scratch every time you start a SageMaker machine?
SageMaker: automatically stop your instances when idle
If your company is running on AWS, it’s likely that AWS Sagemaker is a central piece of the infrastructure you use daily. It’s fantastic how easy it is to start an instance and get a lot of CPU and GPU resources for your experimentation.