Thank you.
Ms. Wang, in your work, you examine the amplification of bias in machine learning systems. My fear is that this committee has spent a lot of time on facial recognition, but perhaps hasn't been able to fully grasp the impacts of AI and of machine learning. Could you briefly describe the concept of bias amplification in machine learning, and perhaps describe what some of the material consequences of bias amplification are, and who tends to be most impacted?