quactuary.future package
========================

The future package contains experimental and next-generation actuarial modeling
capabilities under active development. These modules represent cutting-edge
techniques and may have API changes between versions.

.. warning::
   Modules in this package are experimental and subject to change.
   Use with caution in production environments.

Submodules
----------

Advanced Risk Modeling
~~~~~~~~~~~~~~~~~~~~~~

quactuary.future.dependence module
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

.. automodule:: quactuary.future.dependence
   :members:
   :show-inheritance:
   :undoc-members:

Life Insurance and Annuities
~~~~~~~~~~~~~~~~~~~~~~~~~~~~

quactuary.future.life module
^^^^^^^^^^^^^^^^^^^^^^^^^^^^

.. automodule:: quactuary.future.life
   :members:
   :show-inheritance:
   :undoc-members:

Machine Learning Integration
~~~~~~~~~~~~~~~~~~~~~~~~~~~~

quactuary.future.machine\_learning module
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

.. automodule:: quactuary.future.machine_learning
   :members:
   :show-inheritance:
   :undoc-members:

Portfolio Optimization
~~~~~~~~~~~~~~~~~~~~~~

quactuary.future.portfolio\_optimization module
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

.. automodule:: quactuary.future.portfolio_optimization
   :members:
   :show-inheritance:
   :undoc-members:

Loss Reserving
~~~~~~~~~~~~~~

quactuary.future.reserving module
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

.. automodule:: quactuary.future.reserving
   :members:
   :show-inheritance:
   :undoc-members:

Module contents
---------------

.. automodule:: quactuary.future
   :members:
   :show-inheritance:
   :undoc-members: