Projects
Senior Project [Data Analytics]
– Pruksa Real Estate Plc.
End-to-end data analytics project on the total sales prediction of single-detached house from scoring model of customers' aspect to enhance the company's investment decision making
Adapted machine learning models to the project including random forest regression and SVR regression, resulting in 20% more accuracy
OperationsResearch.pdfOptimization for face mask production
(Integer Programming)
Subject : Operations Research
Create an optimization model to maximize face mask production company by using OPL programming. Solve the constraint and give verdict on how the plan should be.
The accessibility of technologies for Thais
Subject : Engineering Statistic 2
Use Test for Homogeneity and Two-Way Anova to find insights about technologies accessibility on the Thais such as phones, computers, televisions, etc. Minitab was used to analyze the model.
การเข้าถึงเทคโนโลยีในประเทศไทย.pdfCompIT.pdfBook renting website
Subject : Computer and Information Technology for Industrial Engineering
Design database system for book renting website by using HTML, PHP, and SQL. Every main functions are all accessible in the website.
Multi-Armed Bandits Problem
Subject : Intro to Data Analytics
Compare multiple advertisements by using Upper Confidence Bound and Thompson Sampling Algorithm.
IntroData.pdfSimioVDO.mp4Simio Competition
Subject : Simulation Programming
Design queueing system for a wood lumber company to minimize lead time and maximize profit. Simulation program was used to determine the results.