This repository contains market analysis plots and data visualizations for NSE (National Stock Exchange), BSE (Bombay Stock Exchange), and MCX (Multi Commodity Exchange). The insights generated here are part of the research and development of an AI-powered trading bot.
The goal is to analyze historical and real-time market data to:
- Identify trading patterns 📈
- Evaluate technical indicators ⚡
- Optimize trading strategies for better performance 🏆
📁 trading-bot-analysis │── 📊 plots/ # Contains various analysis plots │── 📁 data/ # Raw and processed data files │── 📜 notebooks/ # Jupyter notebooks for research │── 🛠 scripts/ # Python scripts for generating charts │── 📄 README.md # This documentation file
To analyze data and generate plots, clone this repository and set up the environment:
git clone https://github.com/your-username/trading-bot-analysis.git
cd trading-bot-analysis
./open_cmd_with_venv.bat
Here are some key insights generated:
-
NSE Market Trend Analysis
-
MCX Commodity Price Movement
-
BSE Market Volatility
This research includes:
-
Backtesting Strategies using
dataexplore -
Reinforcement Learning Experiments using
Stable-Baselines3 -
Statistical Analysis of Market Trends
-
Custom Feature Engineering for AI Models
If you have suggestions or improvements, feel free to fork the repo and create a PR.
This project is open-source under the MIT License.
🚀 Happy Trading & Research! 🚀
- Clear structure with an easy-to-follow layout
- Setup instructions for users to install dependencies
- Usage guide explaining how to generate analysis plots
- Research goals and key areas of focus
- Future roadmap to track improvements
Would you like to add anything specific to this README? 😊