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Update presenters and broken image links
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‎slides/applications.qmd‎

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---
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title: "Climate Machine Learning Applications"
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subtitle: "ICCS Summer school 2023"
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subtitle: "NCAS Summer school 2025"
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format:
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revealjs:
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embed-resources: true
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history: false
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highlight-style: monokai
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code-line-numbers: false
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logo: https://iccs.cam.ac.uk/sites/iccs.cam.ac.uk/files/logo2_2.png
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logo: https://iccs.cam.ac.uk/sites/default/files/logo2_2.png
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render-on-save: true
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theme: [dark, custom.scss]
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revealjs-plugins:
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- attribution
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authors:
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- name: <b><u>Jack Atkinson</u></b>
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orcid: 0000-0001-5001-4812
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- name: Isaac Akanho
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orcid:
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affiliations: ICCS/Cambridge
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- name: Joe Wallwork
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orcid:
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affiliations: ICCS/Cambridge
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- name: Jim Denholm
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orcid: 0000-0002-2389-3134
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affiliations: Cambridge
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date: last-modified
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bibliography: references.bib
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---
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## _Image-like_ data
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![](https://colah.github.io/posts/2014-10-Visualizing-MNIST/img/mnist_pca/MNIST-p1815-1.png){.absolute width=30% top=20% left=35%}
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![](https://web.archive.org/web/20250812154555if_/http://colah.github.io/posts/2014-10-Visualizing-MNIST/img/mnist_pca/MNIST-p1815-1.png){.absolute width=30% top=20% left=35%}
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![](https://colah.github.io/posts/2014-10-Visualizing-MNIST/img/mnist_pca/MNIST-PCA1.png){.absolute width=30% top=20% left=35%}
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![](https://web.archive.org/web/20250812154555if_/http://colah.github.io/posts/2014-10-Visualizing-MNIST/img/mnist_pca/MNIST-PCA1.png){.absolute width=30% top=20% left=35%}
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![](https://colah.github.io/posts/2014-10-Visualizing-MNIST/img/mnist_pca/MNIST-PCA1-4.png){.absolute width=30% top=20% left=35%}
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![](https://web.archive.org/web/20250812154621if_/http://colah.github.io/posts/2014-10-Visualizing-MNIST/img/mnist_pca/MNIST-PCA1-4.png){.absolute width=30% top=20% left=35%}
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![](https://www.mdpi.com/atmosphere/atmosphere-08-00024/article_deploy/html/images/atmosphere-08-00024-g005.png){.absolute width=70% top=15% left=15%}
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![](https://web.archive.org/web/20171016213111if_/http://mdpi.com/atmosphere/atmosphere-08-00024/article_deploy/html/images/atmosphere-08-00024-g005.png){.absolute width=70% top=15% left=15%}
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::: {.attribution}
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Required for accuracy and stability
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* Language interoperation
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![]( https://iccs.cam.ac.uk/sites/iccs.cam.ac.uk/files/logo2_2.png ){.absolute top=30% right=7% style="width: 15%; aspect-ratio: 1 / 1; object-fit: cover; object-position: 0 0;"}
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![]( https://iccs.cam.ac.uk/sites/default/files/logo2_2.png ){.absolute top=30% right=7% style="width: 15%; aspect-ratio: 1 / 1; object-fit: cover; object-position: 0 0;"}
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![]( https://raw.githubusercontent.com/DataWaveProject/DataWaveProject.github.io/master/static/images/logo/logo_square.png ){.absolute width=15% top=50% right=15%}
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- Train to predict _'image'_ from coarsened version.
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- Topography?
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![](https://www.earthdatascience.org/images/earth-analytics/climate-data/downscale-climate-data-met.jpg)
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![](https://web.archive.org/web/20250907164310if_/https://earthdatascience.org/images/earth-analytics/climate-data/downscale-climate-data-met.jpg)
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Image by [Earth Lab](https://www.earthdatascience.org/courses/use-data-open-source-python/hierarchical-data-formats-hdf/intro-to-MACAv2-cmip5-data/)
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- popular use
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- Recurrent Neural Nets
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- Complete weather
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- FourCastNet, Pangu-Weather, GraphCast
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- FourCastNet, Pangu-Weather, GraphCast, NeuralGCM
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![](https://media.springernature.com/full/springer-static/image/art%3A10.1038%2Fs41586-023-06185-3/MediaObjects/41586_2023_6185_Fig2_HTML.png?as=webp){.absolute bottom=0% left=0% width=48%}
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- Language interoperation
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- Physical compatibility
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![]( https://upload.wikimedia.org/wikipedia/commons/5/55/Mathematical_Bridge_tangents.jpg ){style="border-radius: 50%;" .absolute top=40% left=30% width=40%}
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![]( https://web.archive.org/web/20250718183653if_/https://upload.wikimedia.org/wikipedia/commons/thumb/5/55/Mathematical_Bridge_tangents.jpg/250px-Mathematical_Bridge_tangents.jpg ){style="border-radius: 50%;" .absolute top=40% left=30% width=40%}
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[Mathematical Bridge](https://en.wikipedia.org/wiki/Mathematical_Bridge)
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[Mathematical Bridge](https://upload.wikimedia.org/wikipedia/commons/thumb/5/55/Mathematical_Bridge_tangents.jpg/250px-Mathematical_Bridge_tangents.jpg)
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by [cmglee](https://commons.wikimedia.org/wiki/User:Cmglee)
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used under [CC BY-SA 3.0](https://creativecommons.org/licenses/by-sa/3.0/deed.en)
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![](https://raw.githubusercontent.com/pytorch/pytorch/main/docs/source/_static/img/pytorch-logo-dark.png){style="background-image: radial-gradient(gray 40%, black);" .absolute top=65% left=5% width=20%}
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![]( https://upload.wikimedia.org/wikipedia/commons/1/11/TensorFlowLogo.svg ){.absolute top=75% left=7.5% width=15%}
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![]( https://web.archive.org/web/20250825230804if_/https://upload.wikimedia.org/wikipedia/commons/1/11/TensorFlowLogo.svg ){.absolute top=75% left=7.5% width=15%}
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![](https://raw.githubusercontent.com/pytorch/pytorch/main/docs/source/_static/img/pytorch-logo-dark.png){style="background-image: radial-gradient(gray 40%, black);" .absolute bottom=12.5% right=22% height=10%}
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![](https://upload.wikimedia.org/wikipedia/commons/thumb/1/11/TensorFlowLogo.svg/696px-TensorFlowLogo.svg.png?20180105010857){.absolute bottom=10% left=82% height=15%}
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![](https://web.archive.org/web/20250825230804if_/https://upload.wikimedia.org/wikipedia/commons/1/11/TensorFlowLogo.svg){.absolute bottom=10% left=82% height=15%}
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{{< fa pencil >}} \ Jack Atkinson
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{{< fa pencil >}} \ Isaac Akanho
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{{< fa solid person-digging >}} \ [ICCS/UoCambridge](https://iccs.cam.ac.uk/about-us/our-team)
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{{< fa solid globe >}} \ [jackatkinson.net](https://jackatkinson.net)
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{{< fa solid envelope >}} \ [jwa34[AT]cam.ac.uk](mailto:jwa34@cam.ac.uk)
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{{< fa solid envelope >}} \ [ia464[AT]cam.ac.uk](mailto:ia464@cam.ac.uk)
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{{< fa brands github >}} \ [jatkinson1000](https://github.com/jatkinson1000)
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{{< fa brands mastodon >}} \ [\@jatkinson1000\@fosstodon.org](https://fosstodon.org/@jatkinson1000)
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{{< fa pencil >}} \ Jim Denholm
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{{< fa solid person-digging >}} \ UoCambridge
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{{< fa pencil >}} \ Joe Wallwork
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{{< fa solid globe >}} \ [linkedin](https://uk.linkedin.com/in/jim-denholm-13043b189)
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{{< fa solid person-digging >}} \ [ICCS/UoCambridge](https://iccs.cam.ac.uk/about-us/our-team)
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{{< fa solid envelope >}} \ [jd949[AT]cam.ac.uk](mailto:jd949@cam.ac.uk)
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{{< fa solid envelope >}} \ [jw2423[AT]cam.ac.uk](mailto:jw2423@cam.ac.uk)
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{{< fa brands github >}} \ [jdenholm](https://github.com/jdenholm)
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:::
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::::
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<!--
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You can also contact the ICCS, [make a resource allocation request](https://iccs.cam.ac.uk/resources-vesri-members/resource-allocation-process), or visit us at the [Summer School RSE Helpdesk](https://docs.google.com/spreadsheets/d/1WKZxp3nqpXrIRMRkfFzc71sos-UD-Uy1zeab0c1p7Xc/edit#gid=0).
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-->

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