156 | Visualizing Fairness in Machine Learning with Yongsu Ahn and Alex Cabrera

Data Stories

Inhoud geleverd door Enrico Bertini and Moritz Stefaner, Enrico Bertini, and Moritz Stefaner. Alle podcastinhoud, inclusief afleveringen, afbeeldingen en podcastbeschrijvingen, wordt rechtstreeks geüpload en geleverd door Enrico Bertini and Moritz Stefaner, Enrico Bertini, and Moritz Stefaner of hun podcastplatformpartner. Als u denkt dat iemand uw auteursrechtelijk beschermde werk zonder uw toestemming gebruikt, kunt u het hier beschreven proces https://nl.player.fm/legal volgen.

4+ y ago 43:04

MP4•Thuis aflevering

In this episode we have PhD students Yongsu Ahn and Alex Cabrera to talk about two separate data visualization systems they developed to help people analyze machine learning models in terms of potential biases they may have. The systems are called FairSight and FairVis and have slightly different goals. FairSight focuses on models that generate rankings (e.g., in school admissions) and FairVis more on comparison of fairness metrics. With them we explore the world of “machine bias” trying to understand what it is and how visualization can play a role in its detection and mitigation.

[Our podcast is fully listener-supported. That’s why you don’t have to listen to ads! Please consider becoming a supporter on Patreon or sending us a one-time donation through Paypal. And thank you!]

Enjoy the show!

Links:

https://datastori.es/wp-content/uploads/2020/02/157_FairML.mp4

Related episodes

Visualizing Fairness in Machine Learning with Yongsu Ahn and Alex Cabrera

Hoofdstukken

1. Welcome to Data Stories! (00:00:33)

2. Our podcast is listener-supported, please consider making a donation (00:01:07)

https://www.patreon.com/datastories

3. Our topic today: Bias and fairness in machine learning (00:01:41)

4. Our guests: Alex Cabrera (00:02:48)

https://cabreraalex.com/

5. and Yongsu Ahn (00:03:14)

https://www.linkedin.com/in/ayong8/

6. How to define 'fairness' and 'bias' in machine learning? (00:03:54)

7. Examples of discriminitation in machine learning (00:08:49)

8. What is FairSight? (00:13:22)

https://arxiv.org/pdf/1908.00176.pdf

9. What is FairVis? (00:17:00)

https://arxiv.org/pdf/1904.05419.pdf

10. Do you have advice on how to get started with the topic? (00:38:32)

11. Get in touch with us and support us on Patreon (00:52:10)

https://www.patreon.com/datastories

170 afleveringen

#Data Visualization #Spain #Enrico Bertini #Moritz Stefaner #Fine Arts #Arts #Tech #Podcasting Education #Enrico Bertini And Moritz Stefaner