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How to become your product team’s change agent for responsible innovation
Irrespective of the role you play on your product team, you can champion the change for responsible innovation. I have curated five tools you can use today to begin the dialogue with your…
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Driving Accountability for AI Applications
When referring to Responsible AI, Ethical AI, or Trustworthy AI, I often remind myself that it is not the technology that needs to be responsible, ethical or trustworthy. The humans who are defining,…
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Five Tools for Fairness
So, you already have a ML model (or are building one) and want to investigate options available to you for evaluating fairness metrics. Where do you start? If you are new to Fairness…
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On Racial Justice and Algorithmic Bias
Over the last few weeks, social justice topics have exploded across all media in light of recent unfortunate events in the United States. Hand-in-hand, the AI community has also seen a tremendous amount…
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Early Days for Implementation
I sometimes ruminate on how my learning journey and insights are different from how I would expect a machine to learn. While the recent launch of OpenAI’s GPT-3 model promises a potential path to Artificial…
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Ethical Principles Everywhere
One week into my journey of exploring ethical AI in practice, I know I have only scratched the surface of a potentially high impact domain with tremendous possibilities. AI is here to stay…
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Starting with the Problem
Working with Artificial Intelligence (AI) and Data Science (DS) over the past few years, the ethical use of this technology has always been on my radar (if you are new to the widespread…