15. KubeFlow Pipeline
Roll-out Serving Monitering Logging
Data
Ingestion
Data
Analysis
Data
Transform
-ation
Data
Validation
Data
Splitting
Trainer
Building
a
Model
Model
Validation
Training
At Scale
16. KubeFlow Components
Roll-out Serving Monitering Logging
Data
Ingestion
Data
Analysis
Data
Transform
-ation
Data
Validation
Data
Splitting
Trainer
Building
a
Model
Model
Validation
Training
At Scale
TF/Pytorch/Chainer Operator
Katib
17. KubeFlow Components
Roll-out Serving Monitering Logging
Data
Ingestion
Data
Analysis
Data
Transform
-ation
Data
Validation
Data
Splitting
Trainer
Building
a
Model
Model
Validation
Training
At Scale
TF/Pytorch/Chainer Operator
Katib
1,柔軟性 :必要に応じてコンポーネントを選択
2,継続的学習:(予定)ワークフローエンジンで柔軟にパイプラインを記述