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Model to Prod with MLOps
Kserve ModelMesh
● Model serving framework with
simplified deployment,
auto-scaling, and resource
optimization
● Supports variety of ML
frameworks like TF, PyTorch,
etc.
Kubeflow Pipelines
● Machine Learning lifecycle
automation, with model
training, evaluation, and
deployment
● Reusable components for
pipeline creation & scaling
Backstage
● Platform for building IDPs for
streamlining developer
workflows
● Highly customizable, with
extensive plugin support and
project scaffolding capabilities