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Add tutorial notebook explaining simulation step by step (#132)
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mgelsm authored Nov 3, 2020
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1,748 changes: 0 additions & 1,748 deletions sphinx/source/tutorial/Classification_Water_Drilling_Simulation.ipynb

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864 changes: 0 additions & 864 deletions sphinx/source/tutorial/Classification_simulation_example_Facet.ipynb

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569 changes: 206 additions & 363 deletions sphinx/source/tutorial/Classification_with_Facet.ipynb

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1,532 changes: 1,532 additions & 0 deletions sphinx/source/tutorial/Model_simulation_deep_dive.ipynb

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261 changes: 132 additions & 129 deletions sphinx/source/tutorial/Predictive_Maintenance_Regression_with_Facet.ipynb

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878 changes: 878 additions & 0 deletions sphinx/source/tutorial/Synergy_Redundancy_Tutorial_with_Facet.ipynb

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1,747 changes: 1,747 additions & 0 deletions sphinx/source/tutorial/Water_Drilling_Incident_Classification_with_Facet.ipynb

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40 changes: 32 additions & 8 deletions sphinx/source/tutorials.rst
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Expand Up @@ -28,8 +28,8 @@ Introduce yourself to the FACET workflow! With this tutorial you will:

.. raw:: html

<p>Get started exploring the tutorial below by clicking on the section links,
deepen your understanding by reading the associated Gamma Scope article (click here),
<p>Start exploring the tutorial below by clicking on the section links,
deepen your understanding by reading the associated GAMMA Scope article (click here),
and explore/download the notebook for yourself here:
<a href="https://mybinder.org" target="_blank">
<img src="https://mybinder.org/badge_logo.svg"></a>
Expand All @@ -39,8 +39,7 @@ Introduce yourself to the FACET workflow! With this tutorial you will:
.. toctree::
:maxdepth: 1

tutorial/Classification_Water_Drilling_Simulation

tutorial/Water_Drilling_Incident_Classification_with_Facet


Regression Tutorial: Predictive Maintenance
Expand Down Expand Up @@ -92,14 +91,39 @@ identification of individuals at risk of prediabetes you will
tutorial/Classification_with_Facet


Simulation Tutorial: Feature Simulation on Drill Operations
*****************************************************************************

Introduce yourself to the FACET's Simulation module. This tutorial aims to provide
a step by step explanation about the simulation capabilities of Facet and
is based on the Water Drilling Tutorial.

.. raw:: html

<p>Start exploring the tutorial below by clicking on the section links,
deepen your understanding by reading the associated GAMMA Scope article (click here),
and explore/download the notebook for yourself here:
<a href="https://mybinder.org" target="_blank">
<img src="https://mybinder.org/badge_logo.svg"></a>
</p>



.. toctree::
:maxdepth: 1

tutorial/Model_simulation_deep_dive.ipynb



Bite-sized Simulations
--------------------------------------------

Understanding synergy and redundancy through simulation
Understanding synergy and redundancy with synthetic data
*************************************************************

Improve your intuition for FACET's advanced model inspection with this simulation based
tutorial. In this tutorial you will:
Improve your intuition for FACET's advanced model inspection with this tutorial.
In this tutorial you will:

- understand how synergy and redundancy for a feature pair varies with interaction and
correlation, and,
Expand All @@ -118,4 +142,4 @@ tutorial. In this tutorial you will:
.. toctree::
:maxdepth: 1

tutorial/Classification_simulation_example_Facet
tutorial/Synergy_Redundancy_Tutorial_with_Facet

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