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use absolute links so that they work on PyPI
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README.rst

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ELI5 is a Python package which helps to debug machine learning
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classifiers and explain their predictions.
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.. image:: ./docs/source/static/readme-show-prediction.png
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.. image:: https://github.com/eli5-org/eli5/blob/master/docs/source/static/readme-show-prediction.png
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:alt: explain_prediction for text data
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.. image:: ./docs/source/static/readme-show-weights.png
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.. image:: https://github.com/eli5-org/eli5/blob/master/docs/source/static/readme-show-weights.png
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:alt: explain_weights for text data
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It provides support for the following machine learning frameworks and packages:

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