What makes one street feel safer than another? To explore this, I used Place Pulse 2.0, a dataset of 1.1M crowd-sourced comparisons of street view images to train a model that ranks streets based on how safe they appear. Check out the blog post: saadiqm.com/2025/09/22/p...