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: