MACHINE LEARNING
AI Trading Engine
Autonomous cryptocurrency trading system that analyzes markets across multiple timeframes and executes trades 24/7 without human intervention.
24/7
Autonomous Operation
5
Timeframes Analyzed
200+
Engineered Features
<50ms
Signal Latency
THE PROBLEM
Manual crypto trading is emotionally draining, time-consuming, and impossible to scale. Most retail traders lose money because they can't process multiple timeframes and indicators simultaneously.
OUR SOLUTION
We engineered a fully autonomous system using LightGBM models trained with walk-forward optimization. It processes multi-timeframe signals, manages risk dynamically, and executes trades via WebSocket connections — all running on a loop with zero human input.
KEY FEATURES
What We Built
LightGBM Models
Gradient-boosted decision trees trained on engineered features from 1m to 1D timeframes.
Walk-Forward Optimization
Rolling train/test windows that prevent overfitting and adapt to changing market conditions.
Autonomous Execution
Real-time WebSocket feeds, signal generation, position sizing, and order execution — fully automated.
Data Pipeline
Historical and real-time OHLCV data collection, feature engineering, and model retraining pipeline.
BUILT WITH
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