Deep Learning for Natural Language Processing

This repository is home to the code accompanying the Deep Learning for Natural Language Processing series of video tutorials.

Curriculum

Deep Learning for Natural Language Processing

• Lesson 1: The Power and Elegance of Deep Learning for NLP

• Lesson 2: Word Vectors

  • Creating Word Vectors with word2vec

• Lesson 3: Modeling Natural Language Data

  • Natural Language Preprocessing
  • Document Classification with a Dense Neural Net
  • Classification with a Convolutional Neural Net

• Lesson 4: Recurrent Neural Networks

  • RNN
  • LSTM
  • GRU

• Lesson 5: Advanced Models

  • Bidirectional LSTM
  • Stacked Bi-LSTM
  • Convolutional-LSTM Stack
  • Sequence Generation
  • Keras Functional API