Stock prediction in python

Setup

In order to run the stock prediction, python 3.6.8 has to be installed

All the dependencies are found in requirements.txt file, install with

python -m pip install --upgrade pip
pip install -r requirements.txt

You need to set up api keys for Alpaca and Alphavantage. Sample .env.preview file can be found in root directory. Fill in your values and rename it:

# MS-DOS
move .env.preview .env
# bash
mv .env.preview .env

You can run the problem using stock and giving it the paramteres

Usage

stock -h shows all possible flags and commands

Main two functions are:

Display of graphs for given stock

• Show graf of the stock AMZN
  stock display --stocks AMZN

• Show graph of the stock MSFT
  with indicator SMA (10-day window)
  stock display --stocks MSFT --indicators SMA.10

• Show graf of the stock AAPL
  with indicator VWAP (19-day window)
  and verbose output
  stock -v display --stocks AAPL --indicators VWAP.19

Stock prediction

• Create a model based on the stock AMZN
  stock predict AMZN

• Create a model based on the stock AAPL,
  display it
  stock predict AAPL --display

• Create and train a model based on the stock MSFT,
  display it
  stock predict MSFT --display --train