Practical Obstacles to Deploying Active Learning

David Lowell, Zachary C. Lipton, Byron C. Wallace

Active learning (AL) is a widely-used training strategy for maximizing predictive performance subject to a fixed annotation budget. In AL one iteratively selects training examples…