.. AutoML documentation master file, created by
   sphinx-quickstart on Wed Apr  3 14:53:12 2019.
   You can adapt this file completely to your liking, but it should at least
   contain the root `toctree` directive.

AutoMLx - Automated Machine Learning with Explainability
********************************************************

The AutoMLx package provides advanced automated machine learning solutions and machine learning model explanations for tabular and text datasets. 

The :ref:`AutoML Pipeline <Pipeline>` automatically preprocesses, selects and engineers high-quality features in your dataset, which then given to an automatically chosen and optimized machine learning model.

The :ref:`MLExplainer` offers a wide variety of visual and interactive explanations including (local and global) feature importance, feature dependence and counterfactuals, thereby providing multi-facetted insights into what your (AutoMLx or scikit-learn-style) model has learned and whether or not you should trust it. 

The :ref:`fairness module <Fairness>` offers tools to help you diagnose and understand the unintended bias present in your dataset and model so that you can make steps towards more inclusive and fair applications of machine learning. 

.. include:: installation.rst

==================================
Getting Started
==================================
Head to our :doc:`guides/quickstart` guide to see how you can get started with AutoMLx in a few lines of code.


Demo Notebooks
==================================


`Classification notebook <_static/notebooks/OracleAutoMLx_Classification.ipynb>`__ (`HTML <_static/notebooks/OracleAutoMLx_Classification.html>`__)

`Text Classification notebook <_static/notebooks/OracleAutoMLx_Classification_Text.ipynb>`__ (`HTML <_static/notebooks/OracleAutoMLx_Classification_Text.html>`__)

`Regression notebook <_static/notebooks/OracleAutoMLx_Regression.ipynb>`__ (`HTML <_static/notebooks/OracleAutoMLx_Regression.html>`__)

`Anomaly Detection notebook <_static/notebooks/OracleAutoMLx_AnomalyDetection.ipynb>`__ (`HTML <_static/notebooks/OracleAutoMLx_AnomalyDetection.html>`__)

`Forecasting notebook <_static/notebooks/OracleAutoMLx_Forecasting.ipynb>`__ (`HTML <_static/notebooks/OracleAutoMLx_Forecasting.html>`__)

.. toctree::
   :hidden:
   :caption: Getting Started:

   installation
   guides/quickstart
   changelog

.. toctree::
   :hidden:
   :caption: Class Documentation:

   initialization
   automl
   mlx
   fairness

.. toctree::
   :hidden:
   :caption: Legal Notice:

   lium