**Automated machine learning**
==============================

Under this category, you can find tools for conducting automated machine learning methods. Please use the list below such tools.

.. list-table:: Automated machine learning tools
   :widths: 18 50 25
   :header-rows: 1

   * - Resource
     - Access
     - Description
   * - STREAMLINE
     - STREAMLINE is an end-to-end automated machine learning (AutoML) pipeline that empowers anyone to easily train, interpret, and apply a variety of predictive models as part of a rigorous and optionally customizable data mining analysis. It is programmed in Python 3 using many common libraries including Pandas and scikit-learn. 
     - `Link to resource <https://github.com/UrbsLab/STREAMLINE>`_
   * - TPOT2
     - TPOT stands for Tree-based Pipeline Optimization Tool. TPOT is a Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming. Consider TPOT your Data Science Assistant. TPOT will automate the most tedious part of machine learning by intelligently exploring thousands of possible pipelines to find the best one for your data. Once TPOT is finished searching (or you get tired of waiting), it provides you with the Python code for the best pipeline it found so you can tinker with the pipeline from there.
     - `Link to resource <https://epistasislab.github.io/tpot/>`_