Production‑shaped monitor for Shopify stores/collections: snapshots → SQLite history → diff reports → CSV exports (+ optional Slack alerts). Includes a Streamlit dashboard for quick review.
face_attendance_system/ ├── dataset/ ← Face images (one subdirectory per person) ├── encodings/ ← encodings.pkl (auto-generated) ├── attendance/ ← attendance.db + daily CSV files ├── models/ ← dlib ...
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