Teaching your Models to play fair

It is very important to ensure fairness while building an AI system which can scale to a large number of users. Thus, I plan to first talk about how fairness is important while building AI apps. I would then go on to talk about how FairLearn helps us in doing so specifically with the easy to use dashboard interface. I plan to show how FairLearn could be used to assess the model fairness and how it does so. I would then talk about mitigation strategies with FairLearn so as to remove the biases with state of the art models and compare multiple models to perform this successfully. As time persists I would also show live demos about using FairLearn and Azure ML to assess and mitigate fairness in an AI system.


Resources

Rishit Dagli

Rishit Dagli

TED-X, Ted-Ed speaker

Other sessions from: Global AI Student Conference

Introduction to Machine Learning and an overview of popular algorithms.

Introduction to Machine Learning and an overview of popular algorithms.

This session would be meant for both beginners and intermediate level stude...

Annanya Vedala Annanya Vedala
Learning AI/ML: Is University the best place to do it?

Learning AI/ML: Is University the best place to do it?

With many teaching resources available online, including reputable Machine...

Lee Stott Lee Stott
Ajit Jaokar Ajit Jaokar
Anandha Gopalan Anandha Gopalan
Noah Gift Noah Gift
Ayse  Mutlu Ayse Mutlu
How to protect the oceans with AI and Open Source?

How to protect the oceans with AI and Open Source?

Surfrider Foundation Europe NGO has become a reference in the fight for the...

Christopher Maneu Christopher Maneu
What is AI, and Why We Care

What is AI, and Why We Care

In this session, we will give a brief overview of the area of Artificial In...

Dmitry Soshnikov Dmitry Soshnikov
Amy Boyd Amy Boyd
Anyone can AI with Azure Custom Vision

Anyone can AI with Azure Custom Vision

In this talk, we'll cover the basics of Azure's Custom Vision service....

Locksley Kolakowski Locksley Kolakowski
My Story, the Story AI Tells; Bias & Privacy

My Story, the Story AI Tells; Bias & Privacy

With the new world of AI, there are ethical considerations with implementa...

Alexia Georghiou Alexia Georghiou