Stock market predictions have been going on for many years and it has spawned an entire industry of prognosticators. It shouldn't come as a surprise since it can turn a significant profit if predicted properly. Understanding when is a good time to buy or sell a stock is key to getting the upper hand on Wall Street. This chapter will focus on creating a deep learning model using LSTM on Keras to predict the stock market quote of AAPL.
The following recipes will be covered in this chapter:
- Downloading stock market data for Apple
- Exploring and visualizing stock market data for Apple
- Preparing stock data for model performance
- Building the LSTM model
- Evaluating the LSTM model