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Kubeflow on OpenShift培训
Introduction
Kubeflow on OpenShift vs public cloud managed services
Overview of Kubeflow on OpenShift
Code Read Containers
Storage options
Overview of Environment Setup
Setting up a Kubernetes cluster
Setting up Kubeflow on OpenShift
Installing Kubeflow
Coding the Model
Choosing an ML algorithm
Implementing a TensorFlow CNN model
Reading the Data
Accessing a dataset
Kubeflow Pipelines on OpenShift
Setting up an end-to-end Kubeflow pipeline
Customizing Kubeflow Pipelines
Running an ML Training Job
Training a model
Deploying the Model
Running a trained model on OpenShift
Integrating the Model into a Web Application
Creating a sample application
Sending prediction requests
Administering Kubeflow
Monitoring with Tensorboard
Managing logs
Securing a Kubeflow Cluster
Setting up authentication and authorization
Troubleshooting
Summary and Conclusion