MLflow
Simpler to set up and framework-agnostic but less Kubernetes-native and scalable for complex workflows.
Seldon Core
Focused primarily on model serving with Kubernetes, less comprehensive for pipeline orchestration.
TensorFlow Extended (TFX)
Great for TensorFlow-centric workflows but less flexible for other frameworks and Kubernetes integration.
Metaflow
User-friendly and integrates well with AWS but not Kubernetes-native and less suited for large-scale orchestration.