50 lines
1.1 KiB
ReStructuredText
50 lines
1.1 KiB
ReStructuredText
Tabular examples
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These examples explain machine learning models applied to tabular data. They are all generated from Jupyter
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notebooks `available on GitHub <https://github.com/shap/shap/tree/master/notebooks/tabular_examples>`_.
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Tree-based models
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=================
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Examples demonstrating how to explain tree-based machine learning models.
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.. toctree::
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:glob:
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:maxdepth: 1
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example_notebooks/tabular_examples/tree_based_models/*
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Linear models
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=============
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Examples demonstrating how to explain linear machine learning models.
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.. toctree::
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:glob:
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:maxdepth: 1
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example_notebooks/tabular_examples/linear_models/*
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Neural networks
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===============
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Examples demonstrating how to explain machine learning models based on neural networks.
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.. toctree::
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:glob:
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:maxdepth: 1
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example_notebooks/tabular_examples/neural_networks/*
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Model agnostic
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==============
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Examples demonstrating how to explain arbitrary machine learning pipelines.
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.. toctree::
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:glob:
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:maxdepth: 1
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example_notebooks/tabular_examples/model_agnostic/*
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