AI Engineer at IFCG Public Company Limited (2026-05 – Present)
Internship
- Researched ML frameworks and developed a proof-of-concept streaming Automatic Speech Recognition (ASR) pipeline optimized for the Thai language.
- Engineered an Optical Character Recognition (OCR) prototype for passport data extraction, implementing Pydantic for strict schema validation and structured data output.
Researcher at Chulalongkorn University (2026-05 – Present)
LLMs behavior in Board Game (Coup) - Project in NLP for Social Sci
- Designed a comprehensive evaluation matrix to assess LLM reasoning, bluffing capabilities, and logical consistency based on generated outputs in the imperfect-information game Coup.
- Defined the core output requirements, specifying the exact data points and strategic decisions that needed to be extracted from the LLM's text.
Researcher at Chulalongkorn University (2026-05 – Present)
Time Series Modeling in Base R - Project in Time Series
- Designed a comprehensive evaluation framework to assess the accuracy, volatility, and statistical reliability of 10 different ARIMA models based on simulated financial time series data.
- Defined the core forecasting requirements, specifying the exact confidence intervals and residual diagnostics (Ljung-Box, ACF) that needed to be extracted to validate the mathematical integrity of the projections.
Independent Research at Chulalongkorn University (2026-06 – Present)
Fraud Detection - SENIOR PROJECT
- Researched structural and transactional fraud patterns within public Anti-Money Laundering (AML) datasets to optimize feature engineering pipelines.
- Defined the core performance metrics to rigorously test and compare the efficacy of Graph Neural Networks (GNN) versus traditional tree-based ensembles (Gradient Boosting, Random Forest).
Data collector, Proposer at Chulalongkorn University (2025-03 – Present)
R studio project - Final Project in Stat Method
- Designed and executed a multiple regression and experimental design framework in R to statistically analyze and predict key factors influencing life expectancy.
- Spearheaded data collection and formulated the core research methodology, culminating in a formal presentation of statistical findings and predictive insights to the faculty mentor.
Data analyst, ML engineer at Chulalongkorn University (2026-02 – Present)
PetAdoption Kaggle - Project in Applied Deep Learning
- Managed in planning project about multimodal machine learning
- Built scalable end-to-end machine learning pipelines using Scikit-learn such as data preprocessing, transformation, model training, and validation
- Performed feature engineering and feature selection to improve model performance and reduce overfitting.
Project Developer at Chulalongkorn University (2026-02 – Present)
Recommender System - Project in Applied Deep Learning
- Built a local AI research assistant using FastAPI, FAISS, and Llama-3 (Ollama) to perform semantic search and summarize subjects in faculty of science.
- Implemented vector-based search using SentenceTransformers to retrieve contextually relevant documents based on user queries.
Competitor at Artificial Intelligence Association of Thailand (AIAT) (2026-04 – Present)
Hackathon Super AI Engineer Season 6
- Extracted and structured voting data from scanned 2026 Thai election documents by implementing advanced OCR and image processing pipelines.
- Built and optimized a Retrieval-Augmented Generation (RAG) system for improving LLM response accuracy through effective vector search and prompt engineering.
- Performed comprehensive Exploratory Data Analysis (EDA) on Bangkok's electricity consumption data to visualize time-series trends and extract actionable insights regarding urban energy demand.
