Experiences
Projects
LLM Fine-Tuning for Fraud Detection
Fine-Tuned LLMs on a tabular data set of credit card transactions for fraud detection, and compared its ROC_AUC performance with traditional method, e.g., logistic regression.
This project is done at Scotiabank during Vector Insititute LLM Fine-Tuning and Alignment BootCamp.
Makeup Preview
Generate realistic makeup preview, e.g., lipstick, with unsupervisely learned image-to-image translator based on conditional GANs in Pytorch.
This project is owned by ModiFace Inc.
Generative Adversarial Parallelization
Experimented with parallelized training of multiple Generative Adversarial Networks for improved mode coverage and regularization.
Theano-MPI
Implemented distributed deep learning on ImageNet classification aiming to scale up the training of deep learning models based on data parallelism. It utilizes multiple GPUs on a computing cluster to speed up the training performance.
Software design for oxygen monitoring application
This project aims to build a program for the oxygen monitoring system. The program running on the prototype board (FPGA and MCU) collects oxygen absorption signal and calculates real time oxygen concentration. The prototype includes a large LCD and other human interfaces for signal display, menu control and data recording purposes.