OpenAI Trading Bot (Minimal)

• This is a simple bot to make HOLD, BUY or SELL orders based on market price.
• stable-baselines is used to provide multiple algorithmic models for reinforcement learning.
• OpenAI is used to create a trading environment for machine learning.

How to Install

# clone project
git clone https://github.com/NxRoot/open-ai-trading-bot.git

# Go to folder
cd open-ai-trading-bot

# Create Virtual Environment
python3 -m venv venv

# Activate Virtual Environment
source venv/bin/activate

# Install Required Modules
pip install -r requirements.txt

How to Use

Activate the Virtual Environment before running.

Run Bot

python3 tutorial.py

Output

{'action': 'HOLD', 'price': 27880.27, 'cost': 28587.64, 'profit': 0.0, 'drawdown': 707.369999999999}
{'action': 'HOLD', 'price': 27903.24, 'cost': 28587.64, 'profit': 0.0, 'drawdown': 684.3999999999978}
{'action': 'HOLD', 'price': 27956.76, 'cost': 28587.64, 'profit': 0.0, 'drawdown': 630.880000000001}
{'action': 'HOLD', 'price': 28023.39, 'cost': 28587.64, 'profit': 0.0, 'drawdown': 564.25}
{'action': 'HOLD', 'price': 27982.59, 'cost': 28587.64, 'profit': 0.0, 'drawdown': 605.0499999999993}

Ticker: BTCUSDT
Total Profit: 5842.9000000000015
Max Drawdown: 2798.0499999999993

Note The Strategy used in this example is not reallistic and is not meant to be used as a real trading strategy.
Feel free to create your own strategy to fit your own needs.

Check Tensorboard graphs

tensorboard --logdir=logs