
Revolutionizing trading with AI


QuantML is the next-generation AI-powered trading framework designed to exploit opportunities in the stock market using a combination of technical analysis, machine learning (ML), and rule-based strategies. The architecture is purpose-built to support a fully automated pipeline from data ingestion to live execution, with real-time analytics, risk control, and adaptive learning.
QuantML vision is to build a system that can:
• Identify high-probability trades based on premarket data
• Generate actionable trade signals using both classic indicators and ML models
• Execute trades automatically with risk-adjusted capital allocation
• Continuously monitor, retrain, and refine strategies based on performance and market regime shifts
QuantML using machine learning
Version 1 (complete) - QuantML match BUYHOLD SPY (S&P 500) stock index
Version 2 (current - ) - QuantML beating BUYHOLD SPY (S&P 500) stock index
Version 3 (in development) - QuantML with Sharpe ratio of >1.8 using Reinforcement machine learning
Version 4 (planned) - automated live trading
QuantML Sharpe Ratio: 3.28



QuantML Bot v2: Outsmarting the Market with AI Precision
This chart speaks for itself: while Buy & Hold on SPY dropped nearly 8% during Q1 2025, QuantML Bot v2 not only preserved capital—it delivered a smooth, upward trajectory, closing the quarter over 4% higher.
Powered by real-time machine learning signals, market regime awareness, and adaptive execution, QuantML consistently avoids drawdowns and capitalizes on precision entry/exit points. It’s not just automation—it’s intelligent alpha.