1 / 26

Designing ML Week 8: A survey of AI Ethics

Designing ML Week 8: A survey of AI Ethics. michelle.carney@berkeley.edu. What do these terms mean to you?. Fairness Transparency Bias Explainability Interpretability. Data design. Model design. Output design. Data. Model Interaction. Model Evaluating. Data Cleaning. Model Output.

mhess
Download Presentation

Designing ML Week 8: A survey of AI Ethics

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Designing ML Week 8: A survey of AI Ethics michelle.carney@berkeley.edu

  2. What do these terms mean to you? Fairness Transparency Bias Explainability Interpretability

  3. Data design Model design Output design Data Model Interaction Model Evaluating Data Cleaning Model Output Model Building

  4. Data design Model design Output design Data Model Interaction Model Evaluating Data Cleaning Model Output Model Building

  5. Buolamwini and Gebru (2018)

  6. Data design Model design Output design Data Model Interaction Model Evaluating Data Cleaning Model Output Model Building

  7. “Our test used Amazon Rekognition to compare images of members of Congress with a database of mugshots. The results included 28 incorrect matches. “

  8. Interested in learning more...?

  9. From Kathy Baxter (AI Ethics Architect @ Salesforce)...

  10. From Data, Ethics, and AI - IDEO 1. Data is not truth 2. Just because AI can do something doesn’t mean it should 3. Respect privacy and the collective good 4. Unintended consequences of AI are opportunities for design

  11. Recommended reading

More Related