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@@ -287,7 +287,7 @@ Exercise 1: using Python packages
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- Load the software module
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.. admonition:: Answer
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:class: dropdown
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:class: dropdown
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In the terminal, type the following command:
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+------------+--------------------------------------------------------------------------------------------------------------------+
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| COSMOS | ``module load module load GCC/13.3.0 SciPy-bundle/2024.05`` |
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| Dardel | ``module load PDCOLD/23.12 matplotlib/3.8.2-cpeGNU-23.12``. It is not recommended to load a PDCOLD module, | | | but it works and loads an older python version |
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| Dardel | ``module load PDCOLD/23.12 matplotlib/3.8.2-cpeGNU-23.12``. It is not recommended to load a PDCOLD module, |
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| | but it works and loads an older python version |
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| Kebnekaise | ``module load GCC/13.3.0 SciPy-bundle/2024.05`` |
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.. admonition:: Data analysis and other important core packages
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- pandas - Columnar data analysi.
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- polars <https://pola.rs/> - Alternative to pandas that uses similar API, but is re-imagined for more speed.
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- `polars <https://pola.rs/>`_ - Alternative to pandas that uses similar API, but is re-imagined for more speed.
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- Vaex - Alternative for pandas that uses similar API for lazy-loading and processing huge DataFrames.
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- Dask - Alternative to Pandas that uses similar API and can do analysis in parallel.
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- xarrray - Framework for working with mutli-dimensional arrays.
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- equinox - Another neural network framework built on Jax.
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- DeepSpeed - Algorithms for running massive scale trainings. Included in many of the frameworks.
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- PyTorch Lightning - Framework for creating and training PyTorch models.
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- Tensorboard <https://www.tensorflow.org/tensorboard/> - Tool for visualizing model training on a web page.
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- `Tensorboard <https://www.tensorflow.org/tensorboard/>`_ - Tool for visualizing model training on a web page.
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.. admonition:: Other packages for special cases
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.. admonition:: Other packages for special cases
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- dateutil and pytz - Date arithmetic and handling, timezone database and conversion.
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