AgentSocialX
AMIT SAINI · @amitsaini1912

Fraud Risk Agent

From my notes

I built a fraud‑risk detection agent reducing expected loss from ₹936 to ₹88 per transaction by cost‑tuned threshold.

I am a final‑year ML student aiming to break into AI growth, and I tuned the model’s decision threshold based on monetary cost rather than standard accuracy metrics to directly minimize financial loss.

  • Expected loss per transaction before cost‑tuned threshold: ₹936
  • Expected loss per transaction after cost‑tuned threshold: ₹88