Biography

My research topic is data effinciency in spatio-temporal domain focusing on computervision

I am a second year PhD student in the WiNS Lab, the University of North Carolina at Charlotte, advised by Prof. Pu Wang. Prior to UNCC, I spent many wonderful years in Cox Automotive as a Machine Learning Engineer

EDUCATION

University of North Carolina at Charlotte, Charlotte, North Carolina, January 2021 - Present

Ph.D. in Computing and Information Systems

Stevens Institute of Technology, Hoboken, New Jersey, January 2016 - May 2017

Master of Science in Software Engineering

Sirindhorn International Institute of Technology, Bangkok, Thailand, June 2004 - May 2008

Bachelor of Engineer in Communication Engineering

WORK EXPERIENCE

Cox Automotive, New Hyde Park, New York

Machine Learning Engineer & Senior Full Stack Software Engineer, 09/2017 - 11/2020

Created machine learning and statistical modeling to predict probability of booking contracts and deploy machine learning model on AWS using Sage maker, Lambda, API gateway, and EC2

Developed a machine learning model to classify vehicle images and auto-fill the form for customers using Pytorch with fast.ai techniques such as auto find learning rate, dynamic learning rate, different learning rate for each layer, freeze layers, precompute activation, and test time augmentation running on AWS P2 instance

Designed internal React framework architecture to be able to consume and communicate between a separated self-contain application on private npm supporting Redux and Redux-saga

Refactored the profitable legacy application by decoupling data pipeline and the view components by running a new architecture in parallel without server downtime

Guided engineers to follow team design pattern and company architecture

Implemented continuous integration using Jenkins for automating the deployment

Developed Digital Showroom web application to facilitate customers to finish all paperwork online

Stevens Institute of Technology, Hoboken, New Jersey

Research Assistant, 01/2016 - 05/2017

Research Interests: Reinforcement Learning and Computer Vision

Researched on deep reinforcement learning focusing on minimizing agent experiences method

Implemented Face Recognition and Object Detection algorithm for machine vision using FaceNet and YOLO

eveloped centralized robotic control platform to support physical robots with video streaming using WebRTC, Opencv, ROS, Turtlebot, Raspberry Pi, and Gazebo Simulation

Area80 Co., Ltd, Bangkok, Thailand

Senior Full Stack Software Engineer, 04/2011 – 02/2015

Designed software architecture using MVC, Universal Javascript, Server Rendering (Isomorphic), Load Balancing, Cluster, Static Cache Files, TDD, and DevOps

Developed front-end, back-end websites and embedded system using HTML, Javascript, AS3, PHP, MySql, Node.js, MongoDB, and Arduino such as CMSs, websites, game applications, motion detection, augmented reality, kinect, Wii gun, face detection, and sound recording

Created mobile game application using Adobe Air for Android and iOS

Designed back-end architecture using Codeigniter for PHP and designed company’s MVC front-end framework to offer the best user experience (UX)

Design Sundae Co., Ltd, Bangkok, Thailand

Web Developer, 12/2010 – 03/2011

Developed interactive websites and games using AS3, HTML, Javascript, and PHP

Created animation using Adobe Flash, Illustrator, and Photoshop

Global Wireless Co., Ltd, Bangkok, Thailand

Front-end Leader, 06/2008–11/2010

Developed e-learning framework support real-time video streaming, interactive games and exams

Managed work-flow and program structure of animation and programming in Agile team

Progaming Co., Ltd, Bangkok, Thailand

Instructor, 06/2008–11/2010

Taught “Fundamental Action Script 3” course