How is getting ticketed for speeding "being a victim of government oppression"? By "bias inherent to the training dataset and enforcement algorithm", are you t

How is getting ticketed for speeding "being a victim of government oppression"? By "bias inherent to the training dataset and enforcement algorithm", are you talking about anything other than "areas with more sensors"? These aren't exactly LLMs; it's kind of like saying vending machines might be biased because there are more of them in certain areas. The areas where there are more of them will indeed be the areas where speeding rules get more strongly enforced (eg. school zones), so if you don't want cars speeding through your neighbourhood, you'd want to have better coverage. The areas with no enforcement would be the neighbourhoods being discriminated against, so is your view that it's better to have speed cameras nowhere? As for due process, that seems entirely unrelated but if anything this puts you in a better spot. If you are a victim of false positive, the recording is right there, you download it from the web portal, review whether it was really a false positive or not, and if so, take it to court to dispute the charge. You don't have to he-said-she-said with a police officer who might, if they were feeling especially vindictive, plant some evidence on you during the traffic stop.