/ml-stock-sentiment-from-stocktwits

Use machine learning to predict stock sentiment from the social media site, StockTwits.

Primary LanguageJupyter Notebook

Predict stock sentiment from Social Media

Using labelled data from StockTwits (tweet-style social media site discussing stocks), trained an LSTM recurrent neural network on the labelled data.

Trained model has a ±70% accuracy. Example output for the tweet: "Google is working on self driving cars, I'm bullish on $goog"

Rating Probability
0 (negative) 0%
1 2%
2 1%
3 71%
4 (positive) 26%