Quantmetry (Capgemini Invent) · 2019 · Data & Solution Architect

MLOps (re)training automation — white paper & talk

Authored chapter 3 of Quantmetry's 5th white paper, "AI in production: life cycle & model drift", covering MLOps (re)training automation across code, architecture and delivery — with a 20-minute companion talk.

Published reference on operationalizing ML — model life cycle, drift detection and automated retraining.
Framed the architecture and delivery patterns that turn a model into a maintainable production system.

MLOps
Model drift
CI/CD
Cloud architecture

White paper — AI in production: life cycle & model drift (PDF)