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Smiffeed/README.md

Hi πŸ‘‹, I'm Nutchapol Rodpholchoo

πŸš€ AI Engineer | Data Engineer | Cloud & DevOps

I am an engineer driven by a commitment to continuous learning and solving complex technical challenges through hands-on project development. I specialize in architecting end-to-end data pipelines, deploying self-improving agentic workflows, and building robust cloud infrastructure to scale AI solutions.


πŸ› οΈ Tech Stack & Tools

Data Engineering & Backend
Python SQL Apache Airflow PySpark Node.js

AI & Machine Learning
PyTorch TensorFlow Scikit-Learn HuggingFace OpenCV

Cloud, DevOps & CI/CD
GCP AWS Docker Terraform GitHub Actions


πŸ“‚ Featured Projects

  • πŸ€– SEC EDGAR Financial RAG Chatbot
    • A multi-agent Retrieval-Augmented Generation (RAG) system processing 100+ page 10-K filings using a HuggingFace Cross-Encoder.
    • Features a robust GitHub Actions CI/CD pipeline automating uv builds, Ruff linting, Bandit security scans, and Docker deployments to GHCR.
  • πŸ“ˆ S&P500 Stock Data Engineering Pipeline
    • An end-to-end batch data pipeline built with PySpark, Airflow, BigQuery, and Terraform to process and warehouse external API stock data.
  • 🧾 Automated Receipt Information Extraction
    • Engineered a computer vision pipeline utilizing YOLOv11 and Azure Document Intelligence OCR with custom Non-Maximum Suppression (NMS) ensembling.
  • πŸ—£οΈ Low-Resource Thai Profanity Detection
    • Fine-tuned a Wav2Vec2.0 NLP transformer achieving a 90.7% recall rate, deployed via a highly scalable Node.js API for real-time inference.

πŸ† Certifications

  • LLM Zoomcamp 2026 (Generative AI & LLMOps)
  • Data Engineering Zoomcamp
  • Prompt Engineering
  • AWS Academy Cloud Foundations
  • Databricks Fundamentals
  • WorldQuant Brain Gold Level (Quantitative Finance & Modeling)

πŸ“« Connect with me

linkedin gmail

Pinned Loading

  1. S-P500-Stock-data-engineer-pipeline S-P500-Stock-data-engineer-pipeline Public

    This project is an end-to end data engineering pipeline for S&P500 analytics in Lookr studio capstone project of Zoomcamp

    Python

  2. thai-profanity-detection thai-profanity-detection Public

    Senior Project in University. It is project to train and fine-tune pretrained model of Wav2Vec2 for profanity detection/keyword spotting.

    Python

  3. Simple-multilayer-Perceptron-from-scratch Simple-multilayer-Perceptron-from-scratch Public

    This is capstone project of Machine Learning Course in University. Using Sigmoid activation function training in BMI dataset for predict BMI base on height, weight, and gender.

    Python

  4. sec_edgar_rag_analyzer sec_edgar_rag_analyzer Public

    This is LLM Zoomcamp capstone project

    Python 1

  5. receipt-information-extraction receipt-information-extraction Public

    AI Concept Capstone Project in University

    Python