Episode

Microsoft Learn AI Skills Challenge Ep06: Train a model and debug it with Responsible AI dashboard

with Nitya Narasimhan, Lee Stott, Cynthia Zanoni

Learn Live

Learn how to debug an AI model using the Responsible AI dashboard in Azure Machine Learning studio to ensure it performs responsibly and is less harmful.

Learning objectives

  • Create a responsible AI dashboard.
  • Identify where the model has errors.
  • Discover data over or under representation to mitigate biases.
  • Understand what drives a model outcome with explainable and interpretability.
  • Mitigate issues to meet compliance regulation requirements.

Chapters

  • 00:00 - Introduction
  • 03:36 - Learning objectives
  • 05:16 - Lab exercise
  • 11:24 - What is a responsible AI dashboard?
  • 21:19 - Reasons for using the responsible AI dashboard
  • 23:13 - Exercise: Let's train our model
  • 42:10 - Exercise: Let's debug our model
  • 01:19:08 - Knowledge check
  • 01:22:38 - Model debugging review
  • 01:26:30 - Summary

Connect

Intermediate
Data Scientist
Student
Azure Machine Learning