The Ethics and Bias Risk of AI Models

I'm going to start with the ethical or bias risk just because that just happened in Ping Me Right Away. Can you provide some examples, like more details, like to let the audience sort of understand a little bit better? I mean, we've covered it from more of a broader concept. Let's provide some actual details because, and then for that matter, what can we do actually about it?Yeah, so let's think about use cases that we think of as simply use cases. So if you're thinking about maybe now you're using models to decide on loans or decide on jobs, which jobs to allocate to people,. These are the kind of various aspects.