.. _user_guide.full_stack:

===========
Full Stack
===========

Advanced techniques for end-to-end data science workflows.

____

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

    .. grid-item::

        .. card:: |i-geo| Geopandas Integration
            :link: user_guide.full_stack.geopandas
            :link-type: ref
            :text-align: center
            :class-card: custom-card-15

            7 mins

            ^^^^^^^^

            Draw maps using Geo DataFrame integration for spatial data analytics.

    .. grid-item::

        .. card:: |i-stats| Linear Regression
            :link: user_guide.full_stack.linear_regression
            :link-type: ref
            :text-align: center
            :class-card: custom-card-15

            15 mins

            ^^^^^^^^

            Build predictive models using linear regression techniques.

    .. grid-item::

        .. card:: |i-sample| Train/Test Split
            :link: user_guide.full_stack.train_test_split
            :link-type: ref
            :text-align: center
            :class-card: custom-card-15

            5 mins

            ^^^^^^^^

            Split datasets for proper model development and evaluation.

    .. grid-item::

        .. card:: |i-magic| Magic Methods
            :link: user_guide.full_stack.vastframe_magic
            :link-type: ref
            :text-align: center
            :class-card: custom-card-15

            10 mins

            ^^^^^^^^

            Unlock powerful VastFrame functionalities with magic methods.

.. toctree::
    :hidden:
    :maxdepth: 1
  
    user_guide_full_stack_geopandas
    user_guide_full_stack_linear_regression
    user_guide_full_stack_train_test_split
    user_guide_full_stack_vastframe_magic