[DSC DACH 24] BIAS: Because it affects Society - Jacqueline Berger

DataScienceConferenc1 34 views 16 slides Sep 20, 2024
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About This Presentation

Through real-world examples Jacqueline highlights how AI systems, trained on historical data, often perpetuate existing societal biases, thereby amplifying inequality and stereotypes. From recruitment algorithms that disadvantage female applicants to facial recognition systems that perform poorly on...


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b y Jacqueline Berger BIAS: Because It Affects Society

Remember when …. 13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 2

What is BIAS? 13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 4

13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 5

13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 6

Name: Randal Reid Year of Arrest: 2022 Location: Georgia Name: Michael Oliver Year of Arrest: 2019 Location: Michigan Name: Porcha Woodruff Year of Arrest: 2023 Location: Michigan Name: Nijeer Parks Year of Arrest: 2021 Location: New Jersey 13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 7

DR JOY BUOLAMWINI 13-Sep-2024 8

JOY BUOLAMWINI 13-Sep-2024 9

CATHY O’NEIL 13-Sep-2024 10

Is ChatGPT biased ? 13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 11

Source: https://time.com/6247678/openai-chatgpt-kenya-workers/ 13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 12

TIMNIT GEBRU 13-Sep-2024 13

DATA WORKERS INQUIRY 13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 14

Representative Data Bias aware algorithm design Representative Workforce Monitoring and Evaluation Transparency and Explainability 13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 15

What to take home? 13-Sep-2024 BIAS: Because It Affects Society by Jacqueline Berger 16
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