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Paramterisations

Machine Learning

We typically think of Deep Learning as an end-to-end process;
a black box with an input and an output.

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Who’s that Pokémon?

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Who’s that Pokémon?

\[\begin{bmatrix}\vdots\\a_{23}\\a_{24}\\a_{25}\\a_{26}\\a_{27}\\\vdots\\\end{bmatrix}=\begin{bmatrix}\vdots\\0\\0\\1\\0\\0\\\vdots\\\end{bmatrix}\] It’s Pikachu!

Neural Net by 3Blue1Brown under fair dealing.
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Machine Learning

Machine Learning in Science

ConvectionDynamic Coreu, T, p, q, ...RadiationMicrophysicsPrecipitationCryosphereBiosphereT, qT, qu, T, p, qT, qu, T, qT, p

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Neural Net by 3Blue1Brown under fair dealing.
Pikachu © The Pokemon Company, used under fair dealing.

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Interfacing

  • Language interoperation
  • Physical compatibility
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    Interfacing

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    Interfacing - Our Solution

    runtime

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    Fully-connected neural networks

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    Image source: 3Blue1Brown