EDUCATION
Chulalongkorn University 2022 - Present
Bachelor of Engineering - Computer Engineering Major.
Relevant Coursework: Pattern Recognition, Algorithm Design, Data Structures, Database Systems, Programming Methodology
Triam Udom Suksa School 2019 - 2022
Science-Mathematics Major. GPAX: 3.85
- Thailand Physics Olympiad (TPhO) - 19th TPhO: Bronze Medal, 18th TPhO: Participated
- Triam Udom Photo Club (Staff and Member) - Captured photos at various school events.
WORK EXPERIENCE
Data Scientist Intern - Kiatnakin Phatra Bank, June 2024 - July 2024
- Used Car Price Forecasting
- Developed an ensemble machine learning model to forecast used car prices, supporting strategic decisions in automotive loan approvals.
- Conducted comprehensive data collection and cleaning from a real-world business dataset, integrating car-specific, macro-, and micro-economic factors.
- Utilized time-series analysis and Bayesian optimization techniques.
- Loss On Sale Forecasting for NPLs
- Built predictive models to estimate losses on Non-Performing Loans, optimizing the bank's credit risk management strategy.
- Utilized credit score, personal data, and credit risk factors to improve model accuracy.
- Applied coarse classing, binning-, and memory-optimization techniques to enhance model performance and efficiency.
Tutor - Teach Physics & Mathematics, 2022 - Present
Provided lessons for Physics Olympiad camp, university admissions, and high school preparation.
Photographer - Portfolio: instagram.com/pupick.sk, 2019 - Present
Captured photos at events and private photo sessions.
EXTRACURRICULAR ACTIVITIES & ACHIEVEMENT
Aihack Thailand 2023 - Ai Hackathon December 2023
AIFUL Corporation, Japanese consumer finance company
- Created a credit risk model using a machine learning approach to forecast credit default risk.
- Performed data analysis, data pre-processing, and feature engineering using linear and tree-based models.
- Awarded 1st Prize Winner & AUC Prize Winner.
Stock Return Forecasting with Portfolio Optimization Project April - May 2024
Pattern Recognition 2024 Class Final Project
- Developed an Alpha Factor Model for stock return forecasting using Classical ML and LSTM networks.
- Designed and backtested quantitative trading strategies.
- Implemented Portfolio Optimization techniques within trading strategies.
SAS xCBS Hackathon Season 4 - ML for Fundraising Campaigns October 2024
Chulalongkorn Business School & SAS Software (Thailand) Co., Ltd.
- Leveraged targeted marketing modeling to enhance donor outreach in a direct-contact fundraising campaign.
- Built a 2-stage ensemble model with a pipeline for precise predictions and improved targeting.
- Achieved 4th place by strategically balancing donation forecasts with contact costs.
Investment Portfolio Analytics Dashboard Web App November 2024
- Developed an OCR/LLM-powered system to extract and structure data from investment transaction receipts, integrating market data for optimized storage and retrieval.
- Created an interactive analytics dashboard in Python using Pandas and Plotly, calculating metrics like ROI, Sharpe Ratio, Sortino Ratio, CVaR, and volatility to deliver comprehensive portfolio insights.
- Built and deployed a user-friendly web app with Streamlit, integrating market data, database management, and dynamic visualizations for real-time portfolio analytics.
Participation in Business Case Competitions 2023
- Hult Prize at Chulalongkorn - Developed a social enterprise idea aligned with the UN SDGs.
- Chulalongkorn Case Discovery x Ascend Money - Formulated a competitive strategy for the TrueMoney financial services application.
Certifications
- Financial Engineering and Risk Management - Issued by: Columbia University, November 2024
- Machine Learning Specialization - Issued by: DeepLearning.AI and Stanford University, August 2024
- Google Data Analytics Professional - Issued by: Google, July 2023
- Financial Engineering and Artificial Intelligence in Python - Issued by: Udemy, August 2024
Prohibited Parking Alert System May 2024
Embedded Systems Laboratory 2024 Final Project
- Developed a real-time parking alert system using ultrasonic sensors and LDRs interfaced with a microcontroller.
- Implemented multi-threading and PWM control for a buzzer alert system, with data transmission via UART to a NodeMCU module.
- Integrated cloud connectivity using NETPIE and Firebase for remote monitoring, with a web interface built using Next.js and React, deployed on Vercel.
Final round in Space Youth Challenge December 2021
National Astronomical Research Institute of Thailand (NARIT)
- Presented ideas for meteor prevention at the Thailand National Science and Technology Fair 2021, held at Impact, Muang Thong Thani.
MISCELLANEOUS
Technical Skills
Programming Languages: Python, SQL, C++, C, HTML, CSS, LaTex, Markdown
Programming Libraries: PyTorch, Scikit-learn, Pandas, NumPy, Matplotlib, Plotly, Streamlit
Applications: Excel, Power BI, Tableau, Git, GitHub
Language: Thai (Native), English
Interests: Business, Economics, Politics, Books, History, Philosophy