Day 112: Analytics Integration

Closing the Loop — From Raw Events to Machine-Learned Decisions

What We’re Building Today?

• Build a complete event-to-insight analytics pipeline using FastAPI

• Train a RandomForest trend predictor and an IsolationForest anomaly detector

• Compute a real Pearson/Spearman correlation matrix across five metrics

• Wire advanced aggregated reports with time-window filters to the dashboard

• Write 12 unit and integration tests that validate the full chain

---