Four eras of NLP 1940–1969 Early Explorations 1970–1992 Hand-built demonstration NLP systems, of increasing formalization 1993–2012 Statistical or Probabilistic NLP and then more general Supervised ML for NLP 2013–now Deep Learning or Artificial Neural Networks for NLP. Unsupervised or Self- Supervised NLP. Reinforcement Learning