Tutorial 5A: Disparate Impact Analysis Tutorial

Not understanding the ins of an AI model can lead to problems when discovering that it discriminates. AI practitioners must understand the ins of their models. Driverless AI allows you to check the ins of your model.

Key:

Complete
Failed
Available
Locked
Objective
Select the "Read" button to begin.
Select the "Read" button to begin. Understand the objective of the tutorial and its relevance compared to other tutorials.
Prerequisites
Select the "Read" button to begin.
Select the "Read" button to begin. Understand the prerequisites for this tutorial.
Task 1: Launch Machine Learning Interpretability Experiment
Select the "Read" button to begin.
Select the "Read" button to begin. Launch a machine learning interpretability experiment and understand how to obtain a more interpretable model.
Task 2: Concepts
Select the "Read" button to begin.
Select the "Read" button to begin. Review the following concepts for our experiment: Fairness & Bias, Disparate Impact Analysis, and Sensitivity Analysis/What-If Analysis.
Task 3: Confusion Matrix
Select the "Read" button to begin.
Select the "Read" button to begin. Explore confusion matrices and how they are amply in Driverless AI disparate impact analysis page.
Task 4: Disparate Impact Analysis
Select the "Read" button to begin.
Select the "Read" button to begin. Review the model results and use the disparate impact analysis tool to check for bias.
Task 5: Sensitivity Analysis Part 1: Checking for Bias
Select the "Read" button to begin.
Select the "Read" button to begin. Start a new experiment with the same dataset as before and later use the sensitivity analysis tool to check for bias.
Task 6: Sensitivity Analysis Part 2: Checking for Bias
Select the "Read" button to begin.
Select the "Read" button to begin. Continue using the sensitivity analysis tool to check for bias in our Driverless AI model.
Next Steps
Select the "Read" button to begin.
Select the "Read" button to begin. Explore the next tutorial to use DAI to create and analyze a criminal risk scorer.
Quiz
25 Questions  |  2 attempts  |  20/25 points to pass
25 Questions  |  2 attempts  |  20/25 points to pass
Badge
  |  Badge available
  |  Badge available After passing the quiz, you can get your badge by clicking on "Badge Earned". Please check your email address for instructions on how to view, manage, and share your new badge!
You must be logged in to post to the discussion