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  1. computational_linear_algebra computational_linear_algebra Public

    An implementation of a range of computation linear algebra

    Python

  2. data-science data-science Public

    An implementation of key algorithms and ideas used in modern data science

    Jupyter Notebook

  3. mathematics_of_machine_learning mathematics_of_machine_learning Public

    A collection of implementations covering the key principles of modern machine learning with a focus on their mathematical underpinnings

    Jupyter Notebook

  4. dynamics-of-learning dynamics-of-learning Public

    A collection of scripts implementing key games from game theory, Q-learning and reinforcement learning and an in depth investigation of the colonel blotto game with regret minimisation

    Python 2

  5. monte-carlo-simulation-of-phase-transitions monte-carlo-simulation-of-phase-transitions Public

    A modelling project using Monte Carlo methods to model the behavior of a phase transition and make conclusions about the underlying thermodynamics.

    Python

  6. modelling-a-bacteria-colony modelling-a-bacteria-colony Public

    Modelling the behaviour of a bacteria colony and the subsequent effect of introducing a "trapping coating" on the bacteria population, using an object oriented approach

    Python