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...
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 darker skin tones. The consequences of biased algorithms extend far beyond technology, impacting everyday lives and reinforcing systemic discrimination. She highlights the urgency of addressing these biases to ensure AI technologies benefit all members of society fairly. Furthermore, the keynote will cover practical steps and strategies to identify and mitigate bias in AI systems. Attendees will leave with a deeper understanding of the critical need for responsible AI and practical insights on fostering fairness and inclusivity in their own AI projects.
Size: 10.3 MB
Language: en
Added: Sep 20, 2024
Slides: 16 pages
Slide Content
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
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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