Part V · Robustness & Production Deployment
Module 15. Capstone: Executive Decision Intelligence Deployment
Ship a tested causal decision engine, a dashboard for decision-makers and a two-page executive memo.
Architecture: serving a causal model via FastAPI to a Next.js dashboard about 6 hours3 lessons
Module progress0/3 lessons · 0%
Lessons
15.1
From Notebook to Decision Engine: Serving a Causal Model with FastAPI
- · Train a CATE model for a retraining subsidy and save it as a versioned artifact
- · Wrap the model in a FastAPI endpoint that returns an effect estimate and a recommendation
- · Validate inputs with Pydantic and make the decision rule explicit
120 min 5 Colab cellsVideo coming soon
15.2
The Executive Dashboard: Next.js, Recharts and Vercel
- · Build a Next.js page that posts an applicant profile to the causal API
- · Visualise expected impact against cost with a Recharts bar chart and a break-even line
- · Configure the API address with an environment variable
120 min 0 Colab cellsVideo coming soon
15.3
CI/CD, the Executive Memo and the Capstone Submission
- · Automate data-pipeline and API tests with GitHub Actions
- · Structure the capstone repository so anyone can reproduce it
- · Write a two-page executive memo that translates ATE, LATE and HTE into decisions
120 min 3 Colab cellsVideo coming soon