Project
Lecture
• (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
2020-2023
Master's thesis.
Published at Expert Systems with Applications Volume 214, 15 March 2023,.
Link: https://www.sciencedirect.com/science/article/abs/pii/S0957417422019753
Initialization of Random Vectors to Enhance Defense-GAN for Image Classification
2020-2022
Published at 2022 International Electrical Engineering Congress (iEECON)
Power system reliability analysis with Provincial Electricity Authority (PEA).
2022
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.
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 (github.com)
Cryptocurrency Arbitrage software.
2018 - 2019 Senior Project
Use API from bx.in.th (out of business) and bittrex.com for comparing price differences to make profit with trade algorithm.
Resource: layel2/Crypto-arbitrage (github.com)