investing-bot
Predictive model for the quantitative analysis of stocks using machine learning AI
Usage
Setup
Make sure you have Python 3 installed. You may also need to install some libraries with:
pip3 install scikit-learn matplotlib pandas scipy
Run
Inside the directory you downloaded Investing Bot, run Examples.py:
python3 Examples.py
Examples.py will walk you through example usages of the Stock and Portfolio classes, like:
- Analyzing and forecasting a single stock as a buy, sell, or holding opportunity
- Scanning all 500 stocks in the S&P 500 index, ranking the top 20 stocks to buy right now
- Optimizing the allocation percentages of stocks in your custom Portfolio to maximize risk-adjusted returns (Sharpe Ratio)
- Maximizing the Sharpe Ratio of all 30 stocks in the Dow Jones Industrial Index by determining optimal percentage allocations
These will also plot charts to display the data. Example charts:
AAPL single-stock analysis and prediction:
Dow Jones portfolio optimization:
AMZN Analysis:
FB Analysis:
