Institute of AI

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Natural Language Processing

Learn how to process and analyze text, and use deep learning to make computers understand language as humans use it.
1Introduction to Natural Language Processing
Introduction & Outline of the course
Tensorflow or Theano
Preprocessed Wikipedia Data
2Working with Word Vectors
What are vectors?
What is a word analogy?
Trying to find and assess word vectors using TF-IDF and t-SNE
Pretrained word vectors from GloVe
Pretrained word vectors from word2vec
Text Classification with word vectors
Text Classification in Code
Using pretrained vectors later in the course
3Deep Learning for Text
Using neural networks to solve NLP Problems
Sentiment Analysis