Welcome to the Masterful AutoML Platform
========================================

We suggest getting started with :doc:`tutorials/tutorial_installation`, then start training
with :doc:`notebooks/tutorial_quickstart`. Finally, visualize Masterful's performance with :doc:`tutorials/tutorial_frontend`.

The rest of the documentation is organized into the following sections:


Image Classification, Detection, and Segmentation
   Code examples to help you get started with the Masterful AutoML platform.

Advanced Topics
   Code examples for advanced use cases.

Concepts
   The theory and thinking behind Masterful.

API Reference
   Documenting the classes, methods, and functions.

FAQ
   Frequently Asked Questions

Release Notes
   Changes in each release.

.. toctree::
   :maxdepth: 1
   :caption: Getting Started
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   :includehidden:

   Installation <tutorials/tutorial_installation>
   Quickstart Tutorial <notebooks/tutorial_quickstart>
   Visualizing the Results <tutorials/tutorial_frontend>

.. toctree::
   :maxdepth: 1
   :caption: Image Classification, Detection, and Segmentation
   :hidden:
   :includehidden:

   Classification <notebooks/guide_classification>
   Object Detection <notebooks/guide_object_detection>
   Semantic Segmentation <notebooks/guide_semantic_segmentation>

.. toctree::
   :maxdepth: 1
   :caption: Advanced Topics
   :hidden:
   :includehidden:

   Unsupervised Pre-Training <notebooks/guide_pretraining>
   Semi-Supervised Learning <notebooks/guide_ssl>
   Simple Semi-Supervised Learning Recipe <notebooks/guide_simple_ssl>
   Ensembling <notebooks/guide_ensembling>
   Distillation <notebooks/guide_distillation>
   Comprehensive Regularization <notebooks/guide_regularization>
   Optimization <notebooks/guide_optimizers>

.. toctree::
   :maxdepth: 2
   :caption: Concepts
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   :includehidden:

   The Concepts Within the Masterful AutoML Platform <concepts/concepts>
   Architecture And Data Params <concepts/concepts_spec>

.. toctree::
   :maxdepth: 3
   :caption: API Reference
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   :includehidden:

   masterful.architecture <api/api_architecture>
   masterful.data <api/api_data>
   masterful.enums <api/api_enums>
   masterful.optimization <api/api_optimization>
   masterful.register <api/api_register>
   masterful.regularization <api/api_regularization>
   masterful.ssl <api/api_ssl>
   masterful.training <api/api_training>

.. toctree::
   :maxdepth: 3
   :caption: FAQ
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   :includehidden:

   faq/faq

.. toctree::
   :maxdepth: 3
   :caption: Release Notes
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   :includehidden:

   release_notes/release_notes