Tutorials#
Get FACET’s enhanced model inspection, model-based simulation and workflow into your data science toolbox!
Introductory Tutorial: Incident risk of drilling operations#
Introduce yourself to the FACET workflow! With this tutorial you will:
develop a classifier for predicting incident risk of drilling operations using drilling sensor data, and
use model inspection and simulation to understand what drilling operation parameters impact incident risk, with a particular focus on rate of penetration.
Start exploring the tutorial below by clicking on the section links, deepen your
understanding by reading the associated
GAMMAscope article, and
download the notebook for yourself
here.
Classification Tutorial: Prediabetes#
Predict your binary target with FACET. In this tutorial aiming to predict individuals at risk of prediabetes you will:
select a classifier for predicting prediabetes, and
gain insights into key factors predictive of prediabetes using advanced model inspection and simulation.
Start exploring the tutorial by clicking on the section links below, and start running
the code for yourself by downloading the notebook
here.
Generating Standard Scikit-learn Classifier Performance Summaries#
Find quick clear examples of how to generate standard scikit-learn performance summaries for the best identified classifier from your FACET LearnerSelector().
Start exploring the tutorial by clicking on the section links below, and run
the code for yourself by downloading the notebook
here.