Deep Learning

Fine-Tuning ProGen2 Protein Language Model featured image

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 …

Physics-Informed Neural Network for 2D Heat Equation featured image

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 …