Recently I stumbled on a couple of nice tutorial on active learning. If the topic interests you, I suggest you go visit the following web pages:

  1. Datacamp
  2. Towarddatascience
  3. Hunch

Also, the following survey (although not new) provides a comprehensive overview of active learning methods.

Burr Settles