fix: accept HEAD requests on /health so UptimeRobot monitoring works

Step 8: add 28 automated tests covering preprocessing, models, and API

Step 7: FastAPI with /predict /health endpoints, V1-V28 inference explanation in README

Step 1: project setup, folder structure, and environment