last modified: feb, 2026
Projects
In this page you can find all the academic/professional research projects I have done during my BSc in Physics at King's College London (KCL) and my MSc in Mathematical Modelling and Scientific Computing at the University of Oxford. The code can be found published on my Github.
kcl 2023 · energy loss in waveguides · final year project
Energy Loss in EM Waveguides
Analysis of the energy loss of a pulse with the waveguide's curvature in an optical fiber through the use of the Finite-Difference Time-Domain method.
oxford 2023 · alzheimer's progression
Prion hypothesis applied to the tau protein using Graph Theory
Modelling spread of misfolded tau proteins using the brain connectome, starting with the
Fisher-KPP reaction-diffusion model as a baseline to which biologically-based mechanisms are
incorporated.
oxford 2024 · modelling gene dependency
Modelling gene dependencies using Hypergraphs
Used DepMap's gene dependency data to construct a hypergraph of gene dependencies and applied ML algorithms
trained on their topological metrics (defining some metrics analogous from Graph Theory) or high-dimensional
embeddings to predict gene dependencies in cell lines.
oxford 2023 · Physically-informed neural networks (PINNs)
PINNs exploration
Successfully designed and implemented a neural network with one hidden layer and an arbitrary number of neurons to solve second-order nonlinear
one-dimensional ODEs for various boundary conditions, and used PyTorch to build a deep neural network to solve two-dimensional
PDEs with different boundary conditions.