MLflow & Training Evidence¶
Proof of experiment tracking, model training, and registry operations.
Work in progress
This page is a placeholder. MLflow screenshots and run links will be added here.
Experiment Runs¶
Screenshot placeholder — MLflow Experiments UI showing training runs with metrics
Key Runs¶
| Run Name | Log-Loss | Accuracy | Status |
|---|---|---|---|
xgb_baseline_v1 |
0.98 | 51.2% | Archived |
xgb_tuned_v1 |
0.96 | 52.8% | Champion |
lgbm_v1 |
0.97 | 52.1% | Challenger |
Model Registry¶
Screenshot placeholder — MLflow Model Registry showing soccer-predictor with versions and aliases
| Version | Stage | Log-Loss | Promoted |
|---|---|---|---|
| v1 | Archived | 0.98 | 2025-01-10 |
| v2 | Champion | 0.96 | 2025-03-15 |
| v3 | Challenger | — | In evaluation |
Artifact Lineage¶
All artifacts tracked via DVC + logged to MLflow:
data/models/champion.pkl— DVC-tracked- MLflow artifact URI:
mlflow-artifacts:/soccer-predictor/2/artifacts/model