Promise of Deep Learning for Natural Language Processing - Machine Learning Mastery

We will now take a closer look at each. There are other promises of deep learning for natural language processing; these were just the 5 that I chose to highlight. What do you think the promise of deep learning is for natural language processing? Let me know in the comments below. The first promise for deep learning in natural language processing is the ability to replace existing linear models with better performing models capable of learning and exploiting nonlinear relationships. Yoav Goldberg, in his primer on neural networks for NLP researchers, highlights both that deep learning methods are achieving impressive results. More recently, neural network models started to be applied also to textual natural language signals, again with very promising results.