.. _api.machine_learning:

=================
Machine Learning
=================

.. include:: logo_include.rst

Build, train, and deploy ML models at scale on VAST Data Platform.

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.. grid:: 1 2 2 3
    :gutter: 3
    :class-container: feature-tiles

    .. grid-item::
    
        .. card:: |i-ml|
          :link: api.machine_learning.vast
          :link-type: ref
          :text-align: center
          :class-card: custom-card-3
          
          **VAST Models**
          
          Train with sklearn/Spark, deploy for in-database inference at scale.
          
          +++
          View API →

    .. grid-item::
    
        .. card:: |i-stats|
          :link: api.machine_learning.metrics
          :link-type: ref
          :text-align: center
          :class-card: custom-card-3
          
          **Metrics**
          
          Evaluate models with accuracy, precision, recall, F1, AUC-ROC, and more.
          
          +++
          View API →

    .. grid-item::
    
        .. card:: |i-select|
          :link: api.machine_learning.model_selection
          :link-type: ref
          :text-align: center
          :class-card: custom-card-3
          
          **Model Selection**
          
          Cross-validation, hyperparameter tuning, and model comparison.
          
          +++
          View API →

    .. grid-item::
    
        .. card:: |i-memory|
          :link: api.machine_learning.memmodels
          :link-type: ref
          :text-align: center
          :class-card: custom-card-3
          
          **Memory Models**
          
          Platform-independent models for easy export and deployment.
          
          +++
          View API →

    .. grid-item::
    
        .. card:: |i-automl|
          :link: api.machine_learning.auto_ml
          :link-type: ref
          :text-align: center
          :class-card: custom-card-3
          
          **AutoML**
          
          Automated model building and hyperparameter optimization.
          
          +++
          View API →

.. toctree::
   :maxdepth: 1
   :hidden:
   
   machine_learning_vast
   machine_learning_metrics
   machine_learning_model_selection
   machine_learning_memmodels
   machine_learning_automl