24. アプリケーション開発の場合
Model reproducibility Model retrainingModel deploymentModel validation
Build appCollaborate Test app Release app Monitor app
App developer
using Azure DevOps
Data scientist using
Azure Machine Learning
25. 機械学習の場合
Model reproducibility Model retrainingModel deploymentModel validation
Train model Validate
model
Deploy
model
Monitor
model
Build appCollaborate Test app Release app Monitor app
App developer
using Azure DevOps
Data scientist using
Azure Machine Learning
Retrain model
Azure Machine Learning extension
for Azure DevOps
Data
(Model)
Code
自動化パイプラインによって運用管理を効率的に!
31. Azure Machine Learning サービス
Orchestration Services
Monitoring
Real-Time
Azure Kubernetes Service
ML Data Drift
Experimentation Monitoring
Batch
Azure ML Compute
Inference Monitoring
Compute
Azure DevOps ML
Extension
Storage
Model Packaging
Model Validation
Run History
Model Deployment
Asset Management
Environments
Code
Datasets
ML Audit Trail
Training Services
Edge
Azure IoT Hub