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samir539's Projects

data-science icon data-science

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

dynamics-of-learning icon dynamics-of-learning

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

gen_basic icon gen_basic

generate basic data using an infinite dimensional diffusion model

hopping-simulation-of-diffusion icon hopping-simulation-of-diffusion

This project uses a Monte Carlo simulation to model diffusion behaviour, with diffusion being treated as the hopping of particles in one dimension.

illumination-problem icon illumination-problem

This project looks to investigate the nature of illumination experienced by a horizontal road by two lamps at either side of the road.

mathematics_of_machine_learning icon mathematics_of_machine_learning

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

modelling-a-bacteria-colony icon modelling-a-bacteria-colony

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

monte-carlo-simulation-of-physical-vapour-desposition icon monte-carlo-simulation-of-physical-vapour-desposition

This project looks to model the growth of a thin film deposited by physical vapor desposition. The behviour of the particles, governed by thermodynamics is modelled using a Metropolis Monte Carlo algorithm to assess the impact of pressure, bonding energies and charge polarity on the overall coverage of a surface.

siggen icon siggen

generating high quality synthetic time series data efficiently using signature methods and diffusion - applied to a range of fields

spinodal-decomposition icon spinodal-decomposition

This project aims to solve the Cahn-Hilliard equation for a range of conditions to see the impact of the initial composition on spinodal decomposition.

tennis-ball-with-topspin icon tennis-ball-with-topspin

A project undertaken to model the flight of a tennis ball with the aim of understanding the impact of the spin of the ball to the corresponding trajectory.

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