AI & Machine Learning · ML platform (train, tune, deploy)

Amazon SageMaker AI vs Azure Machine Learning vs Vertex AI

ML platform (train, tune, deploy), side by side on AWS, Azure and Google Cloud. They're a near 1:1 match, so a migration is mostly configuration.

AI & Machine Learning

ML platform (train, tune, deploy)

Exact match

AWS

Amazon SageMaker AI

Azure

Azure Machine Learning

Google Cloud

Vertex AI

What's different

End-to-end MLOps: notebooks, training jobs, model registry and endpoints.

Quick answers

What is the Azure equivalent of Amazon SageMaker AI?
The Azure equivalent of Amazon SageMaker AI is Azure Machine Learning. They're a near 1:1 match, so a migration is mostly configuration.
What is the Google Cloud equivalent of Amazon SageMaker AI?
The Google Cloud equivalent of Amazon SageMaker AI is Vertex AI. They're a near 1:1 match, so a migration is mostly configuration.
What is the AWS equivalent of Azure Machine Learning?
The AWS equivalent of Azure Machine Learning is Amazon SageMaker AI. They're a near 1:1 match, so a migration is mostly configuration.
What is the Google Cloud equivalent of Azure Machine Learning?
The Google Cloud equivalent of Azure Machine Learning is Vertex AI. They're a near 1:1 match, so a migration is mostly configuration.
What is the AWS equivalent of Vertex AI?
The AWS equivalent of Vertex AI is Amazon SageMaker AI. They're a near 1:1 match, so a migration is mostly configuration.
What is the Azure equivalent of Vertex AI?
The Azure equivalent of Vertex AI is Azure Machine Learning. They're a near 1:1 match, so a migration is mostly configuration.