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Mambular is a Python package that brings the power of Mamba architectures to tabular data, offering a suite of deep learning models for regression, classification, and distributional regression tasks. Designed with ease of use in mind, Mambular models adhere to scikit-learn's `BaseEstimator` interface, making them highly compatible with the familiar scikit-learn ecosystem. This means you can fit, predict, and transform using Mambular models just as you would with any traditional scikit-learn model, but with the added performance and flexibility of deep learning.

<img src="https://github.com/basf/mamba-tabular/blob/documentation/Mamba_Tabular_Converted.jpg" alt="Mamba Tabular" width="400"/>

## Features

- **Comprehensive Model Suite**: Includes modules for regression (`MambularRegressor`), classification (`MambularClassifier`), and distributional regression (`MambularLSS`), catering to a wide range of tabular data tasks.
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