Bootstrapping Labels via ___ Supervision & Human-In-The-Loop

Most machine learning tutorials and papers assume the availability of training labels. This includes benchmark datasets such as OpenImages or SuperGLUE, or customer interaction behavior such as clicks or purchases. But what if labeled datasets are not available? We would have to collect them. Collecting training labels is a seldom discussed art.