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stock-predictions

Using TensorFlow machine learning and Twitter sentiment analysis to predict stock trends

Basics

"stock-predict.py" runs through these steps:

  1. Requests an input of a NASDAQ stock quote.
  2. Downloads the last year's historical data for that stock using Google's resources.
  3. Trains a neural network that the historical data to predict the stock's closing price for tomorrow.
  4. Uses Tweepy to find a certain number of tweets about that stock and uses TextBlob to determine if there is a positive or negative trends, using sentiment analysis.

Requirements

  • numpy
  • scipy
  • pyyaml
  • tensorflow
  • tweepy
  • keras
  • requests
  • textblob

TODO

  • Build neural network to classify past year's historical data
  • Perform sentiment analysis on collected Tweets
  • Create portfolio-builder that allows for multiple stocks to be analyzed
  • Build interactive webpage to display data and predictions

stock-predictions's People

Contributors

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