.. _user_guide.machine_learning:

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

Build and deploy predictive models with VAST Orbit.

____

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

    .. grid-item::

        .. card:: |i-docs| Introduction
            :link: user_guide.machine_learning.introduction
            :link-type: ref
            :text-align: center
            :class-card: custom-card-14

            5 mins

            ^^^^^^^

            Learn foundational concepts for effective model building.

    .. grid-item::

        .. card:: |i-time| Time Series
            :link: user_guide.machine_learning.time_series
            :link-type: ref
            :text-align: center
            :class-card: custom-card-14

            5 mins

            ^^^^^^^

            Analyze temporal patterns and forecast time-ordered data.

    .. grid-item::

        .. card:: |i-stats| Regression
            :link: user_guide.machine_learning.regression
            :link-type: ref
            :text-align: center
            :class-card: custom-card-14

            5 mins

            ^^^^^^^

            Predict continuous outcomes using regression techniques.

    .. grid-item::

        .. card:: |i-classify| Classification
            :link: user_guide.machine_learning.classification
            :link-type: ref
            :text-align: center
            :class-card: custom-card-14

            5 mins

            ^^^^^^^

            Categorize data into distinct classes for pattern recognition.

    .. grid-item::

        .. card:: |i-cluster| Clustering
            :link: user_guide.machine_learning.clustering
            :link-type: ref
            :text-align: center
            :class-card: custom-card-14

            5 mins

            ^^^^^^^

            Group similar data points to reveal inherent patterns.

.. toctree::
    :hidden:
    :maxdepth: 1
  
    user_guide_machine_learning_introduction
    user_guide_machine_learning_time_series
    user_guide_machine_learning_regression
    user_guide_machine_learning_classification
    user_guide_machine_learning_clustering

.. ipython:: python
   :suppress:

   from vastorbit._utils._sql._sys import purge_memory
   purge_memory()