Phase 6 of 6 · Weeks 7378

Phase 6 — Production, Research & Capstone

Ship something real, monitored, and public — the project you point at when someone asks what you can build.

What you'll be able to do

  • Track experiments and version data so a result can be reproduced months later
  • Deploy a model to a real endpoint with sensible latency and cost budgets
  • Detect data and concept drift before your users do
  • Scope an ambitious-but-feasible project against a measurable success bar
  • Ship a public, documented capstone that stands on its own as evidence

What you need before you start

Assumed on day one

  • Phases 1–5, or equivalent working experience
  • A model of your own worth deploying
  • Git fluency and comfort on the command line

Taught here — not assumed

  • Experiment tracking, model registries and data versioning
  • Model serving, batching, autoscaling and latency budgets
  • Monitoring, drift detection, shadow deployments and gradual rollouts
  • Project framing — success metrics versus vanity metrics, vertical-slice-first

Week by week (6 weeks)

  1. W73MLOps Foundations
  2. W74Model Serving & Deployment
  3. W75Monitoring & Drift
  4. W76Capstone I — Scope, Plan & Data
  5. W77Capstone II — Build the End-to-End System
  6. W78Capstone III — Ship, Document & Present

What you'll build

  • Experiment tracking and data versioning wired into a real project
  • A deployed model behind a monitored endpoint
  • A drift-monitoring dashboard for that deployment
  • The capstone: a public repo, a one-page spec, and a defined quantitative success bar

Questions about this phase

What counts as a good capstone?
Ambitious but feasible, with a measurable success bar defined before you start and a vertical slice working early. The curriculum has you write a one-page spec — problem, users, success metric, data, three milestones, top risks — before any code.
Do I get a certificate at the end?
Yes — a verifiable certificate of completion with a public verification link. It is a certificate of completion, not an accredited qualification; the capstone repository is the stronger evidence.

Start with a real lesson, not a sales page.

Play through a complete lesson — predict, explore the demo, prove you've got it. No account, no card.