apprenticeship PROJECT
(MARCH 2024)
Mental Health Companion Chatbot: Diagnose, Support, and Guide
(microsoft azure ai)
Integrated an Azure health chatbot service to a website interface, aiming to diagnose, support, and guide users mental health issues.
Skills and Technologies
Azure AI Service: Health Bot, Streamlit deployment Service, Python programming language, HTML, CSS
Publication / Undergraduate thesis
(AUG 2023 - MARCH 2024)
A Panoptic Segmentation for Indoor Enviroments using MaskDINO: An Experiment on the Impact of Contrast
Collected, preprocessed, labeled, and annotated dataset aimed for panoptic segmentation task.Conducted model training, validation, testing, and hyperparameter tuning using open-source MaskDINO architecture.Analyzed the effect of image contrast to the quality of the panoptic segmentation result.Applied contrast augmentation and optimize hyperparameter tuning for performance improvement.
Result
Increased panoptic quality, with final quality of 47.7%
Skills and Technologies
Python programming language, data labeling and annotation, MaskDINO architecture, ResNet50 architecture, deep learning, computer vision, Pytorch framework
apprenticeship project
(march - may 2023)
Safety Construction YOLO-Resnet Integrated System
(startup campus)
Developed a safety gear detection system for construction workers, balanced dataset diversity, compared performance across deep-learning architectures, optimized model accuracy.
Result and Achievement
Peak accuracy of 95%
Top 3 Finalist in the Startup Campus Artificial Intelligence Track Batch 4 Showcase, 2023
Skills and Technologies
Python programming language, YOLOv5 architecture, ResNet50 architecture, deep learning, computer vision, model deployment, Streamlit deployment service, Pytorch framework