Amazon SageMaker Examples library
or how can you rapidly evaluate any SageMaker feature with very little effort.
You might have wanted to test out some specific capability of Amazon SageMaker and really get a feel for how it works in practice. However, simply reading through the documentation may not provide the full understanding. On the other hand, setting up new tools and environments can also be a frustrating and time-consuming process, prone to errors and setbacks.
How can we solve this issue?
Thankfully, there a simple resource available to help easily and efficiently evaluate and test out most of the SageMaker features - the ever-changing Amazon SageMaker Examples docs and repository!
It contains hundreds of examples of various SageMaker capabilities. You just follow the steps in the provided documentation OR download the ready to use .ipynb file and rapidly deploy the solution.
Example contents
Ranging from basic to expert levels, you can find:
toy end-to-end projects tailored to specific industries
specific services 101s (Clarify, Autopilot, Pipelines, Jumpstart, ...)
bring-your-own-container or SageMaker Neo compiler walkthroughs
NVIDIA Triton in action
tutorial on deploying LLMs
multi-model endpoints showcase
...and hundreds of more
Where do I find it?
This will lead you to the documentation with everything you need.
An important note
These resources should be used only AFTER you're already familiar with SageMaker in general. If you aren’t, go here instead:
Personally speaking, exploring and learning a new concept is easiest when I get a working end-to-end code and I start playing with it. I change stuff and see what breaks. Then, I build my first solution, piece by piece, on top of it.
This is exactly THE resource that streamlines my learning process.