MSc Artificial Intelligence · University of Surrey

Nakul Arora

Live model

Watch the fraud model think

Transactions stream in and get scored and explained in real time, the same explainable approach behind my fraud detection system. It runs on its own; pause or step through anytime.

scoring engine auto
Incoming transaction #0000
Fraud risk
0/ 100
Approve
Why, top contributing features
Illustrative demo of the explainable scoring in my fraud system. See the live system →
Selected work

Production AI, deployed

Each project is deployed and live: explainable, guardrailed, and tested, then self hosted on a Hetzner VPS. Click a demo and it responds in real time.

About
Toolkit

Stack & skills

From real ML modelling through to the part most students skip: guardrails, evaluation, and getting it deployed and kept up.

Get in touch

Open to AI roles & internships.