Flow Collector Report & Share Business Analysis Inference Pipeline Vertex AI Pipeline Data Warehouse BigQuery Data Streaming Cloud Pub/Sub ETL Cloud Dataflow Predicted Network Traffic BigQuery ML Model Cloud Storage Data Portal Vertex AI User Train Pipeline Vertex AI Pipeline Cron Cloud Scheduler Pipeline Creator Cloud Run Experiment Vertex AI Workbench CI/CD Cloud Build 全ての構成がサーバーレス
Flow Collector Report & Share Business Analysis Inference Pipeline Vertex AI Pipeline Data Warehouse BigQuery Data Streaming Cloud Pub/Sub ETL Cloud Dataflow Predicted Network Traffic BigQuery ML Model Cloud Storage Data Portal Vertex AI User Train Pipeline Vertex AI Pipeline Cron Cloud Scheduler Pipeline Creator Cloud Run Experiment Vertex AI Workbench CI/CD Cloud Build
定期実⾏ Testbed Flow Collector Report & Share Business Analysis Inference Pipeline Vertex AI Pipeline Data Warehouse BigQuery Data Streaming Cloud Pub/Sub ETL Cloud Dataflow Predicted Network Traffic BigQuery ML Model Cloud Storage Data Portal Vertex AI User Train Pipeline Vertex AI Pipeline Cron Cloud Scheduler Pipeline Creator Cloud Run Experiment Vertex AI Workbench CI/CD Cloud Build CI/CD 定期実⾏
Testbed Flow Collector Report & Share Business Analysis Inference Pipeline Vertex AI Pipeline Data Warehouse BigQuery Data Streaming Cloud Pub/Sub ETL Cloud Dataflow Predicted Network Traffic BigQuery ML Model Cloud Storage Data Portal Vertex AI User Train Pipeline Vertex AI Pipeline Cron Cloud Scheduler Pipeline Creator Cloud Run Experiment Vertex AI Workbench CI/CD Cloud Build モデルの構築
Flow Collector Report & Share Business Analysis Inference Pipeline Vertex AI Pipeline Data Warehouse BigQuery Data Streaming Cloud Pub/Sub ETL Cloud Dataflow Predicted Network Traffic BigQuery ML Model Cloud Storage Data Portal Vertex AI User Train Pipeline Vertex AI Pipeline Cron Cloud Scheduler Pipeline Creator Cloud Run Experiment Vertex AI Workbench 可視化 CI/CD Cloud Build
• 取得データの変化 • ビジネス要件やアプリケーションの変化 • モデルの劣化 解決⽅法 • ⼤規模かつ柔軟なデータ集積基盤 a. Pub/Sub, Dataflow • 迅速に可視化する a. Data Potral, BigQuery • 継続的なモデルの更新 a. Vertex Workbench/Pipelines b. Cloud Scheduler c. Cloud Build