Named Entity Recognition with Deep Learning (BERT) -- The Essential Guide

Nowadays, NLP has become synonymous with Deep Learning. But, Deep Learning is not the'magic bullet' for every NLP task. For example, in sentence classification tasks, a simple linear classifier could work reasonably well. Especially if you have a small training dataset. However, some NLP tasks flourish with Deep Learning.