Swaminathan Sundaresan

About Swaminathan Sundaresan

Currently lead AI based finance operations optimization for Day 1 insurance and treasury functionsHelped deliver LLM and GNN based AI products leading to over USD 500 MM in fraud loss avoidance savingsWorked across the LLM product pipeline including Supervised fine tuning, RLHF/DPO and prompt optimizationOver 10+ years leading several AI product initiatives including domains of fraud prevention, LLM models for improving fraud investigator productivity and liquidity optimizationLed and scaled products including LLM based conversational agents, Graphical neural network models for fraud prevention and traditional ML classifier models for product propensity models Led products from early stages of ambiguity using working backwards approach to deliver and scale products from 0-1 in B2B and B2C contextCompleted three grad level courses in Statistical learning and Applied statistics at Stanford(Data mining Graduate certificate). Bachelors in engineering from NIT Nagpur India

Experience

1. Principal Product Manager

   Amazon

   Jan 2022 — Present · Bellevue, US

Education

• Stanford University

  SCPD- Data mining graduate level Certification, Statistics and Data mining

  2017 — 2019

• Columbia University

  Financial engineering and risk management

  2013

• Visvesvaraya National Institute of Technology

  BE, Metallurgy

  1989 — 1993

Skills

• IT Strategy
• Management Consulting
• Business Strategy
• Pmp
• Go-to-Market Strategy
• Banking
• Requirements Gathering
• Pre-Sales
• Software Project Management
• Performance Management
• Business Analysis
• Global Delivery
• Requirements Analysis
• Management
• Payments
• Software Development
• Offshoring
• Sdlc
• Program Management
• Solution Architecture
• Capital Markets