Fine-Tuning ProGen2 Protein Language Model
Fine-tuned ProGen2 transformer model on PFAM protein families to generate biologically valid sequences. Achieved 93%+ motif retention rates through targeted hyperparameter …
Selected Projects
I enjoy making things. Here are a selection of projects that I have worked on over the years.
Physics-Informed Neural Network for 2D Heat Equation
Built a physics-informed neural network in PyTorch that embeds the transient 2D heat equation PDE directly into the loss function, achieving high accuracy validated against …
Machine Learning for Carbon Nanotube Fiber Characterization
Building intelligent experimental workflows for CNT fiber optimization by integrating comprehensive materials characterization with machine learning. Developed automated data …
End-to-End MLOps Pipeline for Customer Segmentation
Built production-ready ML pipeline for customer segmentation with automated workflows, containerization, and cloud deployment. Demonstrates end-to-end MLOps practices from data …