Alpha-AutoML

Alpha-AutoML is an AutoML system that automatically searches for models and derives end-to-end pipelines that read, pre-process the data, and train the model. Alpha-AutoML leverages recent advances in deep reinforcement learning and is able to adapt to different application domains and problems through incremental learning.

Alpha-AutoML provides data scientists and data engineers the flexibility to address complex problems by leveraging the Python ecosystem, including open-source libraries and tools, support for collaboration, and infrastructure that enables transparency and reproducibility.

This repository is part of New York University's implementation of the Data Driven Discovery project (D3M).

Installation

This package works with Python 3.6+ in Linux, Mac and Windows.

You can install the latest stable version of this library from PyPI:

$ pip install alpha-automl

To install the latest development version:

$ pip install git+https://github.com/VIDA-NYU/alpha-automl@devel