.. sampledoc documentation master file, created by
   sphinx-quickstart on Mon Apr 25 15:24:53 2016.
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.. _overview:

========
Overview
========

H2O Driverless AI is an artificial intelligence (AI) platform for automatic machine learning. Driverless AI automates some of the most difficult data science and machine learning workflows, such as feature engineering, model validation, model tuning, model selection, and model deployment. It aims to achieve the highest predictive accuracy, comparable to expert data scientists, but in a much shorter time thanks to end-to-end automation. Driverless AI also offers automatic visualization and machine learning interpretability (MLI). Especially in regulated industries, model transparency and explanation are just as important as predictive performance. Modeling pipelines (feature engineering and models) are exported (in full fidelity, without approximations) both as Python modules and as Java standalone scoring artifacts.

Apart from the standard :ref:`experiment workflow <main-build-models>` for model building, DAI offers an :ref:`experiment setup wizard <dai_wizard>` that makes it simple for you to set up a Driverless AI experiment and ensure that the experiment's settings are optimally configured for your specific use case.

Driverless AI runs on commodity hardware. It was also specifically designed to take advantage of graphics processing units (GPUs), including multi-GPU workstations and servers such as the `NVIDIA DGX-1 <https://www.nvidia.com/en-us/data-center/dgx-1/>`__ for orders of magnitude faster training.

This document describes how to install and use Driverless AI. For more information about Driverless AI, see https://www.h2o.ai/products/h2o-driverless-ai/.

For a third-party review, see https://www.infoworld.com/article/3236048/machine-learning/review-h2oai-automates-machine-learning.html.


**Have Questions?**

If you have questions about using Driverless AI, post them on Stack Overflow using the driverless-ai tag at http://stackoverflow.com/questions/tagged/driverless-ai.

You can also post questions on the `H2O.ai Community Slack workspace <https://h2oai-community.slack.com/>`__ in the **#driverlessai** channel. If you have not signed up for the H2O.ai Community Slack workspace, you can do so here: https://www.h2o.ai/community/.

.. toctree::
   :maxdepth: 2
   :caption: Release Notes

   release_notes
   blog

.. toctree::
   :maxdepth: 2
   :caption: Introduction

   introduction

.. toctree::
   :maxdepth: 2
   :caption: Licensing and Version Support

   licenses

.. toctree::
   :maxdepth: 2
   :caption: Installation and Upgrade

   installation

.. toctree::
   :maxdepth: 2
   :caption: Configuration

   configuration

.. toctree::
   :maxdepth: 2
   :caption: Datasets

   datasets

.. toctree::
   :maxdepth: 2
   :caption: Data Insights

   autoviz

.. toctree::
   :maxdepth: 2
   :caption: Custom Recipes

   custom_recipes
   individual-recipe

.. toctree::
   :maxdepth: 2
   :caption: Feature Engineering

   feature-engineering
   feature-count

.. toctree::
   :maxdepth: 2
   :caption: Modeling

   modeling
   dai-wizard
   autodoc

.. toctree::
   :maxdepth: 2
   :caption: Machine Learning Interpretability

   mli

.. toctree::
   :maxdepth: 2
   :caption: Generative AI

   dai-h2ogpt

.. toctree::
   :maxdepth: 2
   :caption: Scoring on New Datasets

   score-on-another-dataset

.. toctree::
   :maxdepth: 2
   :caption: Transforming Datasets
   
   transform-another-dataset

.. toctree::
   :maxdepth: 2
   :caption: Scoring Pipelines 

   scoring_pipelines

.. toctree::
   :maxdepth: 2
   :caption: Productionization
   
   deployment

.. toctree::
   :maxdepth: 2
   :caption: Clients

   clients

.. toctree::
   :maxdepth: 2
   :caption: Monitoring and Logging

   monitoring_and_logging

.. toctree::
   :maxdepth: 2
   :caption: Security

   security_main

.. toctree::
   :maxdepth: 2
   :caption: Frequently Asked Questions

   faq

.. toctree::
   :maxdepth: 2
   :caption: Appendices
   
   third-party-integrations

.. toctree::
   :maxdepth: 2
   :caption: References
   
   references

.. only:: html

   .. toctree::
      :maxdepth: 1
      :caption: Third-Party Notices

      docs-licenses/licenses

.. toctree::
    :maxdepth: 2
    :caption: Translations

    Go to User Guide in Chinese <zh_CN/index.html#https://>
    Go to User Guide in Korean <ko/index.html#https://>