Work

Hypertensive Analysis - Phramongkutklao College of Medicine

• Analyze hypertension and hypertensive disease from annual health data of thai military

Rain prediction - Hydro-Informatics Institute (Public Organization) Bangkok, Thailand

• From October 2019 to February2020

• Analysis of air quality and meteorological data that influence rainfall in Smart Big Data Analytics for City Life Quality Improvement project.

Rain prediction - Hydro-Informatics Institute (Public Organization) Bangkok, Thailand

• Analysis of air quality and meteorological data that influence rainfall in Smart Big Data Analytics for City Life Quality Improvement project.

Class timetable management system (website) for Electrical Engineering Kasetsart University

• Link: ee-course.herokuapp.com

Academic

Protecting Adversarial Attack on Classification System Using Modified Disco-GAN (Thesis)

• Master's thesis.

• Defense Adversarial Example with cross domain GANs reconstruction.

Human pose estimation using traditional image feature extraction

• Use fall detection dataset to predict human pose eg. stand sit sleep.

• Extract feature using 7 HU Moment, LBP, HOG and evaluate class separability with scatter matrices, divergence and predict with KNN classifier.

• Segmentation using motion analysis MOG background subtractor.

• Resource : layel2/image_processing_course (github.com)

• Detail : image_processing_course/image_project.pdf at master · layel2/image_processing_course (github.com)

Study the use case of Adversarial Example for reduce overfitting in remote sensing data (Multispectral image)

• Attempt to use Adversarial Example to reduce overfitting in land cover mapping application.

• Resource : layel2/Remote-sensing (github.com)

Cryptocurrency Arbitrage software.

• Use API from bx.in.th(out of business) and bittrex.com for compare price differences to make profit with trade algorithm.

• Resource : layel2/Crypto-arbitrage (github.com)