Here is a list of my various projects done mainly during my university education.
Projects
Head Atlas
NLPResearching attention head specialization and improving visualization via unsupervised dimensionality reduction
Demographic Fairness for Loan Approval
RL"Normative Fairness Shield" to enforce demographic parity in RL models. Using PPO and reward shaping, the framework monitors agent decisions in real-time and intervenes on biased rejections.
High-Performance 2D Heat Diffusion Solver
HPCA hybrid MPI and OpenMPI implementation of a 2D five-point stencil computation for simulating heat diffusion, featuring domain decomposition, performance profiling and scaling analysis
Alzheimer's Disease Classification using Graph Attention Networks and LSTMs
Deep LearningA hybrid GAT-LSTM deep learning pipeline tha classifies Alzheimer's disease severity by converting 2D MRI brain slices into superpixel graphs.
ECG Signal Denoising with EEMD and Genetic Algorithms
GAA ML pipeline designed to denoise ECG signals by combining EEMD to isolate frequency bands and a Genetic Algorithm to adaptively threshold and filter out noise