Ravi Sir's Cards › AWS
What is Amazon SageMaker?
What is a VPC: your own private network inside one AWS Region, example ThreeTierVpc 10.0.0.0/16.
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Why do we need it?
Banks and apps need notebooks, training on bigger machines, then a fast score API — without hand-building GPU clusters.
What is it?
Amazon SageMaker is a managed toolkit to build, train and deploy machine learning models on AWS.
build · train · deploy
How to do it
Explore in Studio/notebooks → run a training job → deploy an endpoint or use batch transform.
Example
A training job writes model.tar.gz style artifacts to S3; an endpoint serves HTTPS predictions.