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Model Deployment¶

Planned Architecture (Future Phases)

Production model deployment and CI/CD pipeline are implemented in Phase 6 (Weeks 21–24).

Overview¶

Model Serving¶

Integration with FastAPI¶

import mlflow.pyfunc

model = mlflow.pyfunc.load_model("models:/FinSightSentiment/Production")

Inference Endpoint¶

Fallback Strategy¶

CI/CD Pipeline¶

flowchart LR
    A[Push to main] --> B[GitHub Actions]
    B --> C[Run Tests]
    C --> D[Build Docker Image]
    D --> E[Push to Registry]
    E --> F[Deploy to Cloud]
    F --> G[Health Check]

GitHub Actions Workflow¶

Docker¶

Monitoring in Production¶

Infrastructure¶