AI for Engineers: What I Taught in 20 Minutes—and What It Revealed
Introducing generative AI to engineers in a concise session highlighted the importance of mindset over mere technical demonstration.
Practice Safe AI with Responsible Prompting
Drawing parallels between AI usage and adolescent curiosity, this post emphasizes the importance of responsible prompting and ethical considerations in AI adoption.
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 product team.
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, designing, developing and deploying the AI technology are ultimately accountable for anticipating and addressing ethical risks from the use of the technology….
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 metrics, I strongly recommend the engaging and easy reading provided at MachinesGoneWrong to understand why it is so difficult to define fairness. At a…
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 of conversation across multiple social media platforms on algorithmic bias and its implications. While social bias and AI bias are closely interlinked,…
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 General Intelligence (AGI), I do believe AGI is still a distant dream. Adoption of ethical principles and guidelines while building product is…
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 – the genie is out of the bottle. However, we are in the very early stages of defining how man and machine…
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 nature of AI misuse, check out Cathy O’Neil’s insightful and easy read – Weapons of Math Destruction). I firmly believe in the power…