My Tribhuvan University thesis examined outliers and group-wise channel quantization in diffusion models. I implemented 8-bit post-training quantization for U-Net architectures and achieved an increase of 3.197 in PSNR and 0.252 in SSIM.
As an Academic Instructor at Trinity Int’l College, New Summit College, I deliver lectures and lead lab sessions in Simulation and Modeling and Numerical Methods. My projects also include iterative pruning for the Lottery Ticket Hypothesis and training and visualizing Context2Vec word embeddings.
