Low-level usage - Examples
==========================

Example for in-a-nutshell overview
----------------------------------

 .. toctree::
    :maxdepth: 1

    examples/01_introduction/01_building_blocks

Example explaining the principles
---------------------------------

 .. toctree::
    :maxdepth: 1

    examples/01_introduction/02_inheritance_example

Examples illustrating the training process
------------------------------------------

 .. toctree::
    :maxdepth: 1

    examples/01_introduction/03_trainer
    examples/01_introduction/04_more_on_training_models
    examples/01_introduction/05_what_happens_during_model_creation_and_training

Example explaining the available distributions
----------------------------------------------

 .. toctree::
    :maxdepth: 1

    examples/01_introduction/06_distributions

Regression examples
-------------------

 .. toctree::
    :maxdepth: 1

    examples/01_introduction/07_regression
    examples/01_introduction/08_gaussian_process_regression
    examples/01_introduction/09_logistic_regression

Efficient structure creation and reuse
--------------------------------------

 .. toctree::
    :maxdepth: 1

    examples/01_introduction/10_copying_templates_serialization

Examples explaining the objective classes
-----------------------------------------

 .. toctree::
    :maxdepth: 1

    examples/02_objectives/01_probability_estimator
    examples/02_objectives/02_influence_estimator
    examples/02_objectives/03_predictor
    examples/02_objectives/04_evaluator
    examples/02_objectives/05_rank_estimator
    examples/02_objectives/06_outlier_detector

Examples on causal calculus
---------------------------

 .. toctree::
    :maxdepth: 1

    examples/05_causal_inference/01-Basics

Examples on time-series modeling
--------------------------------

 .. toctree::
    :maxdepth: 1

    examples/06_time_series/01-creating-arma-graphs
    examples/06_time_series/02-fitting-a-sarima-model

Examples illustrating the advantages of Halerium
------------------------------------------------
.. _core advantages:

These examples illustrate the advantages of Halerium compared to
standard machine learning packages:

 .. toctree::
    :maxdepth: 1

    examples/03_why_care/01_prediction_uncertainty
    examples/03_why_care/02_model_uncertainty_propagation
    examples/03_why_care/03_training_with_missing_data
    examples/03_why_care/04_encoding_causal_structure
    examples/03_why_care/05_reusing_old_models