• (2024) GitHub, GitHub Action and Hugging face for SuperAI Engineer Season 4

• (2024) Git version control, ML for timeseries and MLOps B.grimm Power

• (2023) Basic Machine Learning Lab for Provincial Electricity Authority (PEA)

• (2023) Basic of Image Processing for SuperAI Engineer Season 3 (Link)

• (2023) Pytorch for SuperAI Engineer Season 2 (Link)

• (2023) Python Mutiprocessing for SuperAI Engineer Season 2 (Link)

• (2023) Python OOP for SuperAI Engineer Season 2 (Link)

• (2023) Git version control for SuperAI Engineer Season 2 (Link)

Collaborative Defense-GAN for protecting adversarial attacks on classification system


Master's thesis.

Published at Expert Systems with Applications Volume 214, 15 March 2023,.


Initialization of Random Vectors to Enhance Defense-GAN for Image Classification


Published at 2022 International Electrical Engineering Congress (iEECON)


Power system reliability analysis with Provincial Electricity Authority (PEA).


Hypertensive Analysis - Phramongkutklao College of Medicine

2020 - 2021

Analyze hypertension and hypertensive disease from annual health data of Thai military

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

2019 - 2020

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

2019 - 2020

Human pose estimation using traditional image feature extraction

2019 - Image Processing and Representation course at Kasetsart University

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 (

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

2019 - Remote Sensing course at Kasetsart University

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

Resource: layel2/Remote-sensing (

Cryptocurrency Arbitrage software.

2018 - 2019 Senior Project

Use API from (out of business) and for comparing price differences to make profit with trade algorithm.

Resource: layel2/Crypto-arbitrage (