MFG Eng for Data Science
Jan 2023 - March 2024
As the lead developer, I led the creation of a Machine health monitoring system using a ensemble model
trained trained on audio data to automate monitoring and prevent IC package cracks, deployed on Orangepi SBC.
Developed a Selenium-based automated allocation tool, reducing 98% of manual planning allocation
and saving three days of work weekly, supporting planners across Philippines and Thailand. Deployed
on enterprise servers.
Developed a vision system with yolov8 for automated IC counting in trays using Jetson Nano as the
hardware, eliminating manual checks and identifying misoriented units.
Developed a RAG chatbot to enhance knowledge and information retrieval for equipment engineers,
improving efficiency in equipment repairs and technical reviews.
Test Dev Eng
Nov 2019 - Jan 2023
Development, Debugging, and Evaluation of Test Solutions from Characterization to Release to Manufacturing for Simultaneous Sampling SAR ADC converters.
Built a Automated Flex Patterns Translator that transforms text pattern files, converting undocumented flex patterns into a clear, formatted output. Aimed at simplifying the pattern analysis process which significantly reduces the amount of debugging work from months to hours. It serves as a solution to manual pattern checking.
Trained a LGBM machine learning model to predict parameter shifts in components under temperature. The goal was to optimize manufacturing testing by eliminating unnecessary temperature stages, resulting in significant time savings.
Undergrad
2013 - 2019
Took up BS Electronics and Communication Engineering. We built a wireless system for cashierless POS for our final year project. Graduated cum laude. Electronics Engineering Licensure Exam passer.