ACADEMY VI–XII — SOURCE MATERIALS

Source snapshot: 63372a3f6dec8dcad6a2a2f601cdcc78bde03dcd
Recorded engine source: 38ca8a65b79e373a78bd598f27116ad1f0d272fc

The fraud-detection directory contains the synthetic example and the teaching helpers.
Read the matching lesson before executing the trusted notebook. Scientific libraries are workload dependencies, not Apizr core dependencies.
Begin each lesson in a fresh copy. SDK/Jupyter preparation first runs the notebook, then uses python lab.py prepare-holdout to derive evaluation.csv.
The wine-vscode directory contains the real UCI Wine SDK/notebook example for XII. See its written guide and the XII description for data attribution.
These are teaching materials, not precomputed metric values or production models.
The current written guide remains authoritative for installation and supported scope.
