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README.md

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@@ -75,52 +75,6 @@ These are for recapping after the course in case you missed anything, and contai
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[black](https://black.readthedocs.io/en/stable/) code style.
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## Learning Objectives
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The key learning objective from this workshop could be simply summarised as:
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_Provide the ability to develop ML models in PyTorch_.
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However, more specifically we aim to:
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* provide an understanding of the structure of a PyTorch model and ML pipeline,
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* introduce the different functionalities PyTorch might provide,
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* encourage good research software engineering (RSE) practice, and
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* exercise careful consideration and understanding of data used for training ML models.
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With regards to specific ML content we cover:
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* using ML for both classification and regression,
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* artificial neural networks (ANNs) and convolutional neural networks (CNNs)
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* treatment of both tabular and image data
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## Teaching Material
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### Slides
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The slides for this workshop can be viewed on the ICCS Summer School Website:
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- [Teaching](https://cambridge-iccs.github.io/ml-training-material/slides.html)
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- [Climate Applications](https://cambridge-iccs.github.io/ml-training-material/applications.html)
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The slides are generated from markdown using quarto.
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The raw markdown and html files can be found in the [slides](slides/) directory.
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### Exercises
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The exercises for the course can be found in the [exercises](exercises/) directory.
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These take the form of partially complete jupyter notebooks.
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### Videos
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Videos from past workshops may be useful if you are following along independently.
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These can be found on the [ICCS youtube channel](https://www.youtube.com/@instituteofcomputingforcli3982)
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under the 2023 Summer School materials.
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### Worked Solutions
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Worked solutions for all of the exercises can be found in the [worked solutions](worked-solutions/) directory.
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These are for recapping after the course in case you missed anything, and contain ideal solutions complete with
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[docstrings](https://peps.python.org/pep-0257/), outfitted with
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[type hints](https://docs.python.org/3/library/typing.html),
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[linted](https://docs.pylint.org/intro.html), and conforming to the
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[black](https://black.readthedocs.io/en/stable/) code style.
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## Preparation and prerequisites
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To get the most out of the session we assume a basic understanding in a few areas and

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