Algorithmic Trading Bot
Real-time market analysis engine using predictive models to execute high-frequency trades automatically.
Services
Predictive Modeling, API Trading
Stack
Python, PyTorch, Binance API
Timeline
5 Weeks
Client
Hedge Fund
The Challenge
Human traders were missing micro-opportunities in volatile markets due to reaction time latency. The fund needed a system to analyze sentiment and price action simultaneously in milliseconds.
The Solution
We developed a high-frequency trading bot powered by reinforcement learning agents.
- Sentiment Analysis: Scrapes news and social feeds to predict market sentiment shifts before they hit the ticker.
- Auto-Execution: Places and cancels orders in sub-100ms response times based on probability thresholds.
- Risk Management: Dynamic stop-loss adjustment based on volatility indices.
The Impact
The bot outperformed the benchmark index consistently, providing steady returns while minimizing drawdown during crashes.
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