Add a little verbiage
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{University of Bath}
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{University of Bath}
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{My project focused on incorporating Lagrangian Mechanics into physics-informed neural networks. My key contributions include,
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{My project focused on incorporating Lagrangian Mechanics into physics-informed neural networks. My key contributions include,
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\begin{itemize}[itemsep=-2pt,topsep=2pt]
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\begin{itemize}[itemsep=-2pt,topsep=2pt]
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\item Writing the core physics procedures in JAX to improve correctness and to allow for their use in loss functions and reducing runtimes by $10^4$.
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\item Writing the core physics procedures in JAX to improve correctness and to allow for their use in loss functions and reducing runtimes by a factor of $10^4$.
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\item Creating and optimising physics informed loss functions for speed and utility in training.
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\item Creating and optimising physics informed loss functions for speed and utility in training.
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\end{itemize}
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\end{itemize}
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The completed report can be found \href{https://files.joshuacoles.me/final-year-report.pdf}{\underline{here}}.
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The completed report can be found \href{https://files.joshuacoles.me/final-year-report.pdf}{\underline{here}}.
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