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StockMarketML (WIP)

Using the magic of machine learning to predict the trends of the stock market.

App

Applying the Model

Tools/libs Used

#TODO

Lab 2

Current (Second) Attempt

CollectData

This script gathers data by scraping websites and does basic word processing.

HeadlineEmbeddings

This uses a model to extract the features from headlines.

TrendPrediction

This script takes window of stock prices and predicts next close price.

Lab 1

First Attempt

CollectData

This script gathers data by scraping websites and does basic word processing.

LoadData

This helper script loads the csv files and preprocesses data before being used in a model.

BasicPredictionClassification

This uses a window of the last n stock closes and volumes to predict whether the next close with be high or lower than it opened.

BasicPredictionRegression

This uses a window of the last n stock prices to predict the next close price.

HeadlinePredictionClassification

This uses headlines processed through doc2vec to predict changes in close price.

HeadlineAndTickerClassification

Using historic stock prices and headlines to predict close price.

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Predicting stocks with ML.

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  • Jupyter Notebook 88.5%
  • Python 11.5%