CreditLens

Demo credit default risk scoring platform with explainability, fairness diagnostics, and an underwriter dashboard.

Next.jsFastAPIFairnessMLPython

Explainable credit risk — conceptual system illustration

Explainable credit risk: Applicant data → Model scoring → Calibration → Underwriter review

Overview

Loan risk scoring demo featuring a FastAPI model service, a Next.js underwriter dashboard, and explainability plus fairness reporting. Trains on the UCI credit default dataset and serves model metrics, cards, and applicant scoring.

Highlights

Training pipeline with logistic regression and random forest models.
Probability calibration and metrics dashboards.
Fairness report and model card endpoints.
Underwriter UI for applicants, monitoring, and model details.
Docker and Makefile helpers plus one-command run script.