Napat
Seelpipat
From a foundation in modeling, the journey now carries AI impact beyond experimentation. This site is a live demo — the AI chatbot answers questions about me from my personal documents.
KPMG Thailand
Credit Risk Consultant
Peking University
Teaching Assistant
Chulalongkorn
M.Eng. B.Eng IE (1st Class)
2 Journal Publications
Springer · Fuji Technology Press
Beyond experiments,
toward practical AI implementation.
I hold a Master's and Bachelor's degree in Industrial Engineering from Chulalongkorn University, with two journal publications — on explainable machine learning (Springer) and NLP-based sentiment analysis (Fuji Technology Press).
As a Credit Risk Consultant at KPMG Thailand, I built, deployed, and validated credit scorecards (A/B/C-Score) and Expected Credit Loss models (PD/LGD/EAD) under TFRS 9 and Bank of Thailand standards for banks and financial institutions across retail, SME, and specialized lending portfolios.
I'm moving beyond modeling and documentation to design, build, and deploy end-to-end AI systems — actively building skills in generative AI, LLMs, RAG pipelines, and MLOps through Certificates and hands-on projects.
Experience
2+ Years Credit Risk Consultant
Education
M.Eng · B.Eng (1st Class) Chulalongkorn University
Specialization
Credit Risk Modeling · Explainable AI Generative AI & LLMs · NLP
Languages
Thai · Native English · TOEIC 890
Projects
Twitter Sentiment Analysis of Bangkok Tourism During COVID-19
PublicationBuilt an NLP sentiment analysis pipeline using support vector machines to classify tourism-related Twitter data during the COVID-19 lockdown and extract public sentiment insights from social media.
Analyzing Adolescents’ E-cigarette Initiation Tendency using Explainable Machine Learning
PublicationApplied explainable machine learning and SHAP analysis to compare key predictors of adolescent e-cigarette curiosity and susceptibility before and after COVID-19 using national survey data.
Skills & tools
Technical skills across programming, AI/ML, generative AI, data science, MLOps, and credit risk, shaped by professional work, research, and AI projects.
Programming Languages
AI / ML
Generative AI
Data Science
Tools & MLOps
Domain
Certificates
Verified course certificates across generative AI, data science, MLOps, front-end fundamentals, statistical programming, and credit risk scorecards.
IBM Generative AI Engineering
IBM AI Engineering
Generative AI Engineering with LLMs
IBM Data Science
DevOps to MLOps Bootcamp: Build & Deploy ML
Introduction to HTML, CSS, & JavaScript
R Programming
SAS Credit Scorecard Development and Implementation
SAS Programming 1: Essentials
SAS Programming 2: Data Manipulation Techniques
Resume
Experience
2+ Years Credit Risk Consulting
Education
M.Eng Industrial Engineering B.Eng Industrial Engineering Chulalongkorn University
Specialization
Credit Scoring & ECL Modeling Generative AI & LLMs Machine Learning & NLP
Technical Skills
Python • SQL • SAS • R PyTorch • LangChain • MLflow Docker • FastAPI • Git
Languages
Thai • Native English • TOEIC 890
Career timeline
2024 – 2025
M.Eng. Industrial Engineering (Thesis Assessment: Very Good)
Chulalongkorn University
June – July 2024
Teaching Assistant
Peking University, Beijing
2024 – 2025
Teaching Assistant
Chulalongkorn University
September 2021 – December 2023
Credit Risk Consultant
Financial Services Advisory, KPMG Thailand
May – July 2020
Research Intern
DRMIS Research Group, Chulalongkorn University
2017 – 2021
B.Eng. Industrial Engineering (First Class Honours)
Chulalongkorn University