Kubeflow

Introduction

Conceputal overview

_images/kubeflow_conceptual_overview.png

Figure 1 - The kubeflow Conceputal overview.

Components

_images/kubeflow_architecural_overview.png

Figure 2 - The kubeflow architecural overview.

  • Dashboard

  • Notebooks

  • Pipelines

  • Build - Data Ingestion, Model Training, Model Testing, Model Packaging, Model Registering

  • Deploy Application Testing, Production Release

  • Monitor Monitor, Analyze, Govern

  • Model Serving KFServing PyTroch Serving TF Serving Seldon Core

  • Hyperparmeter tuning

  • Katib

  • Training Operations

  • Job Scheduling

  • Multi-Tenancy