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Fix images in PyPI readme rendering (#216)
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Resolves #136
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SultanOrazbayev authored Jan 18, 2023
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Expand Up @@ -9,7 +9,7 @@ Simply install via conda-forge!
conda install -c conda-forge tabmat
```

<img src="docs/_static/headline.png" width="600px">
<img src="https://raw.githubusercontent.com/Quantco/tabmat/main/docs/_static/headline.png" width="600px">

## Use case

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- `SplitMatrix` represents matrices with both dense, sparse and categorical parts, allowing for a significant speedup in matrix multiplications.
- `StandardizedMatrix` efficiently and sparsely represents a matrix that has had its column normalized to have mean zero and variance one. Even if the underlying matrix is sparse, such a normalized matrix will be dense. However, by storing the scaling and shifting factors separately, `StandardizedMatrix` retains the original matrix sparsity.

![Wide data set](images/wide_data_sandwich.png)
![Wide data set](https://raw.githubusercontent.com/Quantco/tabmat/main/images/wide_data_sandwich.png)

## Benchmarks

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