ALT there is no First Amendment right to amplification—and the algorithm is already deciding what you see. Content-based recommendation systems and collaborative filtering are never neutral; they are always ranking one video, pin, or group against another when they’re deciding what to show you. They’re opinionated and influential, though not in the simplistic or partisan way that some critics contend. And as extreme, pol

ALT images of individuals cooking. In one case, a man is labeled as a woman. In the imSitu, training set, 33% of cooking images have man in the agent role while the rest have women. After training a conditional random field, bias is amplified: man fills 16% of agent roles in cooking images.