Quite true. Although there is unsupervised learning, much ML is supervised, meaning there is some ground truth. In those cases, the ground truth comes from sensors, as you said.

Many ML models dealing with human interaction do need a human to provide the ground truth. More and more these days you can probably find corpuses of data already labelled, so you don't have to collect it afresh.