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Blog Posts

• How to predict Quora Question Pairs using Siamese Manhattan LSTM
• Duplicate Question Detection with Deep Learning on Quora Dataset
• Semantic Question Matching with Deep Learning
  • Directly from engineers at Quora
• Understanding LSTM Networks
  • Author: colah's blog
  • Quality: usually high quality blog posts
• Learn TensorFlow and deep learning, without a Ph.D.
  • Author: Google Cloud Platform Developer Advocate

Libraries

• word2vec
  • Tutorial for creating own embedding
  • Word2Vec Keras Tutorial

Frameworks

• Keras
  • Builds on TensorFlow
  • Easy API & good Developer Experience (DX)
  • Used by most other solutions online
  • Visualization

Repositories

• Keras Examples
• Keras Quora Question Pairs

Cloud Computing

• Google Cloud Platform
  • $300 credit for free

Cleaning Functions

• Natural Language Toolkit
• Natural Language Processing with Python book

Questions?

• How to train our own word embeddings using Quora's text corpus?
• How to treat words that are linked together by a / ?
• Does pre vs post padding have a meaningful effect on performance?