You may think that these are small vendors or startups, what about the Big Three?
There is a remarkable similarity in the traditional software DevOps offerings from AWS, Azure, and Google Cloud. We can use their MLOps offerings as a template and make some sense out of it all.
So I looked and Amazon SageMaker
and Google VertexAI
, and there are some similarities in the tooling. But the MLOps worldview of the Big Three has not yet converged. It is apparent from their MLOps Lifecycle and ML Maturity Levels descriptions.