how to log metrics using kubeflow on google ai platform notebooks

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I am building ml models using google cloud platform's ai platform notebooks.

I know if I use ai platform jobs, it logs hyperparameters, metrics, etc with nice visualization but is there a way to create the same or similar structure so that I can log metrics etc?

Idealy I want to use kubeflow and not other tools like mlflow.

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