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olibridge01/README.md

Hi there! πŸ‘‹πŸ‘‹

My name is Oli Bridge. I'm a Master's student at UCL Computer Science studying machine learning. I previously graduated with a BA/MSci from the University of Cambridge, where I researched path integral quantum dynamics in my final year at the Yusuf Hamied Department of Chemistry.

  • 🌱 My research interests broadly include reinforcement learning and probabilistic machine learning
  • πŸ”­ I am currently working in the Machine Intelligence Lab at UCL, researching symmetries in graph reinforcement learning
  • πŸ“« Reach me at: olibridge@rocketmail.com
  • πŸ‘¨πŸ»β€πŸŽ“ My Google Scholar

Python PyTorch scikit-learn NumPy SciPy Pandas MySQL Docker FastAPI HTML5 CSS3 JavaScript

Featured Projects πŸ’»

TeXOCR is an Optical Character Recognition (OCR) model for converting images of equations into LaTeX code. This project contains a fully built transformer-based OCR model, along with a FastAPI web application to showcases its abilities.

DeepRL is an implementation of various model-free deep reinforcement learning algorithms built with PyTorch. The project utilises OpenAI's gymnasium environments to train the algorithms, as well as produced rendered outputs to visualise the agent's performance.

MaskedImageModelling is a PyTorch implementation of a self-supervised learning framework to pre-train a model for an image segmentation task. A Vision Transformer is pre-trained by learning to reconstruct partially masked images, and fine-tuned on the Oxford-IIIT Pets dataset for segmentation.

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  1. TeXOCR TeXOCR Public

    Optical Character Recognition (OCR) model for Image-to-LaTeX conversion

    Python 17 2

  2. MaskedImageModelling MaskedImageModelling Public

    Self-supervised learning for image segmentation in PyTorch

    Python 1

  3. DeepRL DeepRL Public

    Deep reinforcement learning with PyTorch

    Python

  4. PlaygroundML PlaygroundML Public

    Code playground for commonly used machine learning models and algorithms

    Jupyter Notebook

  5. NonlinearDissipativeSystems NonlinearDissipativeSystems Public

    RPMD code for the paper "Quantum Rates in Dissipative Systems with Spatially Varying Friction", Oli Bridge et al., J. Chem. Phys., 2024. (https://doi.org/10.1063/5.0216823)

    Python 1

  6. NumPyNet NumPyNet Public

    Training a neural network from scratch with NumPy

    Jupyter Notebook