Pupipat Singkhorn

📧 pupipat.sk@gmail.com📍 Bangkok, Thailand
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Education

Chulalongkorn University

2022 - 2026

Bachelor of Engineering — Computer Engineering Major

  • Teaching Assistant - Programming Methodology course
  • CU Finance Club - Academic Team
Financial Engineering
Thai Economy
Law
European Union Integration
Pattern Recognition (Deep Learning)
Natural Language Processing Systems (NLP)
Algorithm & Data Structures
Database Systems
Optimization
Statistics
Linear Algebra
Software Engineering

Triam Udom Suksa School

2019 - 2022

Science-Mathematics Major

GPA: 3.85

  • Thailand Physics Olympiad (TPhO) - Bronze Medal (19th TPhO), Participated (18th TPhO)
  • Triam Udom Photo Club - Staff and Member
Physics Olympiad
Photography

Work Experience

Quantitative Research Intern — Soberinsoberin.com

August 2025 - October 2025
Market Microstructure
Cryptocurrency
Quantitative Research

Risk Management Analyst Intern — SCBXscbx.com

May 2025 - July 2025
Enterprise Risk Management
Business Process Improvement
Operational Risk

Data Scientist Intern — Kiatnakin Phatra Bankkkpfg.com

June 2024 - July 2024

Used Car Price Forecasting

  • Developed ensemble machine learning models to forecast used car prices, aiding strategic decisions for automotive loan approvals.
  • Collected and cleaned real-world business data, incorporating macro- and micro-economic factors.
  • Leveraged time-series analysis and Bayesian optimization techniques for enhanced accuracy.

Loss On Sale Forecasting for NPLs

  • Built predictive models to estimate losses on Non-Performing Loans (NPLs), improving the bank's credit risk management.
  • Applied techniques like coarse classing, binning, and memory optimization to improve performance.
Machine Learning
Time-Series
Credit Risk Analytics

Freelance

Physics & Mathematics Tutor

Provided Physics and Mathematics lessons for Physics Olympiad camps, university admissions, and high school preparation.
  • Students admitted to Chulalongkorn University's Faculty of Engineering and International School of Engineering (ISE)

Photographer

Photographed various events and private sessions.Instagram Portfolio

Extracurricular Activities & Achievements

Volunteer Staff — International Collegiate Programming Contest (ICPC)

October - November 2025

Assisted in organizing and running the 2025 ICPC Asia Bangkok Regional Contest.

GrabSparks 2025 - Grab

October 2025

Participated in GrabSparks 2025, an annual national business and data case competition organized by Grab, tackling real-world challenges.

TBS Stock Pitch

October 2025

Conducted equity research and valuation of an S&P 500-listed company for the Thammasat Business School (TBS) Stock Pitch 2025 competition.

Equity Research
Valuation Analysis
Investment Thesis

Rotman Market Simulation Challenge x Chulalongkorn 2025

July - August 2025

Ranked 8th in a global trading simulation hosted by the Rotman School of Management, University of Toronto, in collaboration with the Faculty of Commerce and Accountancy, Chulalongkorn University. Competed in real-time market simulations covering Liability, ETF Arbitrage, and Commodities Trading. Focused on evaluating tender offers, managing liquidity risk, and executing high-pressure trades using the RIT simulator.

Trading Strategies
Liquidity Risk Management
Arbitrage
Decision-Making
Financial Analysis

Fine-Tuning Large Language Diffusion Models for Thai News Summarization

March - May 2025

Fine-tuned and evaluated a diffusion-based large language model (LLaDA) for Thai news summarization. Leveraged LLM-as-a-Judge (QAG-based) evaluation, compared diffusion against autoregressive models, and analyzed context-length strategies (MapReduce vs Refine).

Natural Language Processing (NLP)
Fine-Tuning
LangChain
Model Inference
Large Language Models (LLM)
Diffusion Models

National AI Student Challenge 2025 — AWS Regional LLM League

March - May 2025

Participated in the National AI Student Challenge 2025 hosted by AI Singapore and Amazon Web Services (AWS), focusing on the development and application of large language models using AWS technologies.

Amazon Web Services (AWS)
Large Language Models (LLM)
Artificial Intelligence (AI)

CUVI Stock Pitch

March - April 2025

⭕ Finalist

Conducted equity research and valuation of a SET-listed company; presented investment thesis and risk assessment to a panel of industry professionals and fund managers.

Equity Research
Valuation Analysis
Investment Thesis

Investment Portfolio Analytics Dashboard Web App

November 2024
  • Developed an OCR/LLM-powered system to extract and organize investment data.
  • Built and deployed a dashboard with key performance metrics (ROI, Sharpe Ratio, Volatility, CVaR).
Investment Tracker
Interactive Dashboard
LLM + OCR

Machine Learning for Fundraising Campaigns — SAS x CBS Hackathon Season 4

October 2024

🎖️ 4th Place

  • Built a 2-stage ensemble model for targeted donor outreach.
  • Achieved high-precision donor predictions and effective cost management.
Targeted Marketing Models
Ensemble Learning
Cost management

Stock Return Forecasting with Portfolio Optimization Project

April - May 2024
  • Developed an alpha factor model to forecast stock returns using classical ML and LSTM networks.
  • Designed and implemented quantitative trading strategies using historical data for backtesting.
  • Integrated portfolio optimization techniques to maximize returns and minimize risks.
Quantitative Finance
Factor Modeling
Alpha Modeling

Investment Experience

April 2024
  • Managed a self-directed investment portfolio with a TWRR of 15.46%, MWRR of 34.34%, and ROI of 14.47%, achieving an AUM of B119,240.51 (as of February 28, 2025).
  • Evaluated risk-adjusted performance, maintaining a Sharpe Ratio of 0.54 (ifi ~ 4%, CBOE-10Y-TNX).
  • Monitored portfolio risk, with an MDD of 11.95%, VaR of 3.25%, and CVaR of 4.64%.
Portfolio Management
Risk Metrics
Performance Analytics

Aihack Thailand 2023 - AI Hackathon

December 2023

🏆 1st Prize & Best Performance Prize

Created a machine learning model to forecast credit default risk.

Credit Risk Modeling
Hackathon Winner
Optimization

Participation in Business Case Competitions

  • Intania Case Competition - Built UAM strategy using AI/cloud for 200K trips/year goal.March 2025
  • Hult Prize at Chulalongkorn - Developed a social enterprise idea aligned with UN SDGs.2023
  • Chulalongkorn Case Discovery x Ascend Money - Formulated a strategic plan for financial services application.2023
Strategic Planning
Business Innovation

Final round in Space Youth Challenge by NARIT

December 2021

Presented ideas on meteor prevention at the National Science and Technology Fair 2021.

Rocket Equation

The 2nd Kibo Robot Programming Challenge by NSTDA x JAXA

July 2021

Programmed a robot to move in a specified direction while on the International Space Station (ISS).

Skills & Certifications

Technical Skills

Programming languages

Python
SQL
C++
C
HTML
CSS
LaTeX
Markdown

Libraries & Tools

PyTorch
Scikit-learn
Pandas
NumPy
Matplotlib
Plotly
Streamlit

Applications

Excel
Power BI
Tableau
Git
GitHub
Bloomberg Terminal

Languages

Thai (Native)
English

Certifications

  • LangChain Academy
    October 2025
    LangChain
    • Project: Deep Research with LangGraph
    • Foundation: Introduction to LangGraph
  • KAsset Investment Bootcamp Season 2
    September 2025
    Kasikorn Asset Management
  • Google Business Intelligence Specialization
    August 2025
    Google
  • Risk Management Specialization
    June 2025
    New York Institute of Finance
  • Financial Engineering and Risk Management Specialization
    November 2024
    Columbia University
  • Machine Learning Specialization
    August 2024
    DeepLearning.AI & Stanford University
  • Google Data Analytics Professional Certificate
    July 2023
    Google

Interests

Business
Economics
Politics
Books
History
Philosophy