Produktionsumgebung (EN)

Concept

Live system where ML models are deployed for end users

Architecture

flowchart TD     A[Development Environment] --> B[CI/CD Pipeline]     C[Test Environment] --> B     B --> D[Production Environment]     D --> E[Monitoring & Logging]     D --> F[A/B Testing]     D --> G[Scaling Mechanisms]     E --> B     F --> B     G --> B 

Features

  • High Availability
  • Scalability
  • Performance Optimization
  • Security
  • Monitoring & Alerting

Related Terms

  • MLOps
  • Model Versioning
  • Continuous Deployment
  • Canary Deployment
  • Blue-Green Deployment
Quelle: AI Generated