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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.
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Learning objectives
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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.
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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.
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Chapters
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00:00 - Introduction
03:38 - Learning objectives
05:18 - Lab exercise
11:26 - What is a responsible AI dashboard?
21:21 - Reasons for using the responsible AI dashboard
23:15 - Exercise: Let's train our model
42:12 - Exercise: Let's debug our model
1:19:10 - Knowledge check
1:22:40 - Model debugging review
1:26:32 - Summary
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Presenters
Nitya Narasimhan
Senior Cloud Advocate
Microsoft