darrahk / dockerised-neural-network-ode-solver

Dockerised Neural Network ODE Solver

Hi, I am Darrah 🌱

About me

• 🧑🏻‍💻 Software Engineer
• 📚 MMath Mathematics graduate, with academic research in Machine Learning
• 🚩 CTF player, ranked top 0.5% on TryHackMe
• 🖊️ Blog
• 🤖 Intested in Machine Learning with medical applications

✍️ Note

Most of my commits are private because they are related to my academic or commercial work.

Past Academic Projects:

• Masters Thesis: Machine Learning and Differential Equations

  • Reproducing results from the Neural Ordinary Differential Equations paper of generative latent function for time-series models in TensorFlow and investigated the ability of fitting and extrapolation of time series data of latent ODE models.

• Research Project: Optimised PDE Solver

  • This project focused on predicting coefficients for exponential splitting to numerically solve initial value problems in PDEs where free parameters appear. I aim to achieve this by training a deep neural network on optimal parameters for synthetically generating setups.