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tutorials.md

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Tutorials

Quick-start
Text to Vectors
Models and Transformation
TF-IDF (Model)
Phrases (Model)

Topic Modeling

LSI (Model)
LDA (Model)
Topic Model Tuning
Query Similarities
Dynamic Topic Modeling

Word Embeddings

Word2Vec (Model)
Doc2Vec (Model)
Similarity Queries
Word Movers Distance
Deep Inverse Regression

Other techniques

Summarization
Overviews
  • Tutorial showing API for document classification with various techniques: TF-IDF, word2vec averaging, Deep IR, Word Movers Distance and doc2vec
  • Movie plots by genre

Videos

Credits

Based on wonderful resource by Jason Xie.