bias (or the hidden “gems” of data regulation) · 2019-12-09 · (or the hidden “gems” of...
TRANSCRIPT
![Page 1: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/1.jpg)
Bias(or the Hidden “Gems”
of Data Regulation)
![Page 2: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/2.jpg)
Its All About the Data
![Page 3: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/3.jpg)
![Page 4: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/4.jpg)
Structural Bias in Programs
• Sources of Data −Google Images−Wikipedia−Government−Personal Data (Gmail,
Facebook, eBay etc)
![Page 5: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/5.jpg)
![Page 6: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/6.jpg)
Structural Bias in Programs
• The Problem −High Quality Data
v.−Low Quality Data
![Page 7: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/7.jpg)
Regulatory Barriers to AI (and its Implications)
![Page 8: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/8.jpg)
• Restricts data for AI purposes
• Using protected data could infringe the AI output
• Derivative works rights• Fair use/Fair dealing defense• AI Exceptions
Second: Copyright
![Page 9: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/9.jpg)
Third: Contracts
• Term of Use• Data mining• Crawlers
• Century 21 Canada Limited
![Page 10: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/10.jpg)
• Restricts uses of Data• Privacy is good, right?
• Not always • Chilling effect
First: Privacy
![Page 11: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/11.jpg)
“The data subject shall have the right not to be subject to a
decision based solely on automated processing, including profiling, which produces legal
effects concerning him or her or similarly significantly affects him
or her” (Art. 22)
![Page 12: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/12.jpg)
So Who Owns the Data?
![Page 13: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/13.jpg)
Knowledge is Power
![Page 14: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/14.jpg)
![Page 15: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/15.jpg)
Shifting Power
![Page 16: Bias (or the Hidden “Gems” of Data Regulation) · 2019-12-09 · (or the Hidden “Gems” of Data Regulation) Its All About the Data. Structural Bias in Programs •Sources of](https://reader034.vdocuments.net/reader034/viewer/2022050409/5f85ee65f816c727992fa33f/html5/thumbnails/16.jpg)
Advocating for Data Mining Exception for AI Systems