Welcome to our Automated Trading Bot, a cutting-edge tool that merges the power of technical analysis, machine learning, and real-time market data to elevate your trading game. Dive into a world where algorithmic decisions drive your investments, powered by the Alpaca API and WebSocket connections.

• Advanced Analytics: Harness the strength of technical indicators like Moving Average Crossovers, RSI, Bollinger Bands, and more.
• Intelligent Predictions: Leverage an LSTM neural network for insightful pattern recognition and predictive analytics.
• Instant Market Insights: Stay ahead with real-time market data through efficient WebSocket connections.
• Precision Execution: Automate buy/sell orders with unparalleled efficiency using the Alpaca API.

1. Data Reception: Seamlessly subscribes to real-time market data, processing incoming packets with precision.
2. Analytical Depth: Delivers deep insights through technical indicator analysis and feeds critical data into the machine learning model.
3. Decision Making: Employs strategic algorithms to determine optimal trading actions based on analysis and predictive outcomes.
4. Swift Action: Executes trades swiftly through the Alpaca API, aligning with strategic decisions for maximum impact.

• Python 3.x environment.
• Essential libraries: alpaca_trade_api, websocket, numpy, torch, tensorflow, sklearn.
• Configured Alpaca API credentials and WebSocket subscription details.
• Defined trading parameters (symbol, quantity, stop-loss percentage).

1. Install all dependencies.
2. Configure your trading parameters.
3. Launch the script in your Python environment.

Monitor the bot's performance metrics to gauge effectiveness and refine strategies.

I welcome contributions to enhance the bot's capabilities and support. Please review our contributing guidelines.

Reach out if you have questions, feedback, or wish to collaborate on enhancing the trading bot.