Blog
Thoughts on AI, engineering, and building products.
Routing Thai Customer Feedback with RAG Few-Shot Classification
Placeholder — an automated Thai-language classifier that routes feedback to the right team using RAG retrieval instead of retraining.
NLPRAGChromaDB
A Full-Lifecycle MLOps System for Credit Default
Placeholder — EDA to automated retraining with MLflow, blue-green selection, Prefect orchestration, and a scalable FastAPI service.
MLOpsMLflowPrefect
Credit Risk Assessment with Per-Segment Feature Selection
Placeholder — EDA, a reproducible cleaning pipeline, and personalized per-segment feature selection behind an interactive decisioning UI.
Machine LearningCredit RiskFeature Selection
Scoring Motorcycle Condition from Inspection Videos
Placeholder — a multi-modal regression pipeline fusing audio, Thai BERT text, and categorical inputs into a 0–100 condition score.
Machine LearningMulti-modalAudio
Building a Bilingual Semantic Product Search Engine
Placeholder — how I replaced lexical product search with a hybrid semantic/lexical engine on a Thai/English marketplace.
SearchMeilisearchPostgreSQL