實用工具

• Mon, Aug 5, 2024
• One-minute read

Useful tools for training AI Model.

When Training a Model

Labels

• Label Studio
• Labelme

DVC

• DVC

Model

• Mlflow
  Monitoring + Versioning + Metadata
• TensorBoard
  Monitoring

Hardware Monitoring

• Netdata
  realtime monitoring
• Prometheus
  realtime monitoring + notification
• Gotify
  receive notification
  light Weight
• PagerDuty
  receive notification
• OpsGenie
  receive notification

Model Storage

• Harbor

When Deploying a Model

• Docker Context
• Kubernetes Deployment

Automating with MLOps

References

• machine-learning-model-management
• MLOps Principles
• Google的 MLOps

Books

• Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications