.. _user_guide.machine_learning:


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

.. grid:: 1 2 2 2

    .. grid-item::
    
      .. card:: Introduction
          :link: notebooks/ml/introduction/index.html
          :text-align: center
          :class-card: custom-card-14

          5 mins
          ^^^^^^^
          Embark on your machine learning journey 
          with foundational concepts and principles, 
          setting the stage for effective model building 
          and analysis.

    .. grid-item::

      .. card:: Regression
          :link: notebooks/ml/regression/index.html
          :text-align: center
          :class-card: custom-card-14

          5 mins
          ^^^^^^^
          Predict numeric outcomes with regression techniques, 
          uncovering relationships between variables for accurate 
          forecasting.

    .. grid-item::

        .. card:: Classification
          :link: notebooks/ml/classification/index.html
          :text-align: center
          :class-card: custom-card-14

          5 mins
          ^^^^^^^
          Categorize data into distinct classes, 
          enabling the identification of patterns 
          and informed decision making.

    .. grid-item::

        .. card:: Clustering
          :link: notebooks/ml/clustering/index.html
          :text-align: center
          :class-card: custom-card-14

          5 mins
          ^^^^^^^
          Group similar data points using clustering 
          algorithms, revealing inherent patterns within your 
          dataset.

    .. grid-item::

        .. card:: Time series
          :link: notebooks/ml/time_series/index.html
          :text-align: center
          :class-card: custom-card-14

          5 mins
          ^^^^^^^
          Uncover insights from time-ordered data, exploring 
          trends and making predictions based on temporal patterns.


    .. grid-item::

        .. card:: Model management
          :link: notebooks/ml/time_series/index.html
          :text-align: center
          :class-card: custom-card-14

          13 mins
          ^^^^^^^
          Effectively manage and deploy machine learning models, 
          ensuring seamless integration into your analytical workflow.

.. toctree::
  :hidden:
  :maxdepth: 1
  
  notebooks/ml/classification/index.ipynb
  notebooks/ml/clustering/index.ipynb
  notebooks/ml/introduction/index.ipynb
  notebooks/ml/regression/index.ipynb
  notebooks/ml/time_series/index.ipynb
  notebooks/ml/model_tracking_versioning/index.ipynb