Experiment Tracking¶
Planned Architecture (Future Phases)
MLflow experiment tracking and model registry are implemented in Phase 6 (Weeks 21–24).
Overview¶
MLflow Setup¶
Tracking Server¶
# MLflow backend store configuration
MLFLOW_TRACKING_URI: http://mlflow:5000
MLFLOW_ARTIFACT_ROOT: s3://finsight-mlflow-artifacts/
Experiment Structure¶
Logged Artifacts¶
| Artifact | Description |
|---|---|
| Parameters | Hyperparameters for each run |
| Metrics | Loss, accuracy, F1 per epoch |
| Model | Serialized model file |
| Feature importance | XGBoost feature charts |
| Confusion matrix | Classification diagnostics |