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Stock Prediction Using NLP and Deep Learning

Predicting Stock Market using Convolutional Neural Networks for News Headline Classification.

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Stock Prediction Using NLP and Deep Learning

  1. 1. • •
  2. 2. Developed by the Google Brain Team for the purposes of conducting machine learning and deep neural networks research Director of AI Research, Facebook Founding Director of the NYU CDS
  3. 3. • • • • •
  4. 4. Binary classification task. Hence, there are only two labels: "1" when DJIA Adj Close value rised or stayed as the same; "0" when DJIA Adj Close value decreased. 80%/20% split.
  5. 5. I like pizza ["I", "like", “pizza”, "."]Tokenization [ "i","like",”pizza”, ".","PAD","PAD"]Model Input Original Text
  6. 6. ● ●

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Predicting Stock Market using Convolutional Neural Networks for News Headline Classification.

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