From 837d85f55a6ae3b8112df1135a7f52a2d2831961 Mon Sep 17 00:00:00 2001 From: ma595 <36638242+ma595@users.noreply.github.com> Date: Wed, 10 Jul 2024 18:39:06 +0000 Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20Cambridg?= =?UTF-8?q?e-ICCS/practical-ml-with-pytorch@88fdb653b8ec5a03c14fa1589f774f?= =?UTF-8?q?e190745705=20=F0=9F=9A=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- applications.html | 18 +++++++++--------- slides.html | 2 +- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/applications.html b/applications.html index 2a10f8b..dd5033f 100644 --- a/applications.html +++ b/applications.html @@ -5815,7 +5815,7 @@ - + Climate Machine Learning Applications @@ -6640,7 +6640,7 @@

Climate Machine Learning Applications

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2024-07-09

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2024-07-10

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Image-like data

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Gravity waves image from Sheridan, Vosper, and Brown (2017).
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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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    Mathematical Bridge by cmglee used under CC BY-SA 3.0

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    Interfacing

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    Interfacing - Our Solution

    runtime

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    diff --git a/slides.html b/slides.html index 00bf5aa..64b2509 100644 --- a/slides.html +++ b/slides.html @@ -6840,7 +6840,7 @@

    Fully-connected neural networks

  • For common choices of activation function, see the PyTorch docs.
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    Image source: 3Blue1Brown