Quantitative NIFTY Options Intraday Trading System
ML-Powered Signal Generation + Structural Analysis + Automated Execution
XGBoost (49 features, AUC 0.60) + 10 sequential entry gates. Walk-forward validated: OOS PF 2.90
Static core (PF 2.38, Sharpe 6.19) + shock overlay for rare crash events. Overconfidence cap at 0.92
TrueData WebSocket → 30s scan cycle → auto paper/live trade via Zerodha. Trailing SL profit engine
| Strategy | Direction | Win Rate | P&L | Status |
|---|---|---|---|---|
| Bearish Momentum | PUT | 79% | +₹1,75,889(~$1838) | ACTIVE |
| Bullish Momentum | CALL | 71% | +₹44,076(~$461) | ACTIVE |
| VWAP Breakout | CALL | 70% | +₹38,159(~$399) | ACTIVE |
RSI Mean-Reversion Strategy • H4 Timeframe • Bidirectional
No ML, no optimization. 4 simple rules: RSI extreme + EMA50 touch + reversal candle + trailing SL. Zero parameters to overfit.
LONG (83% WR) + SHORT (86% WR). Profitable in bull AND bear markets. Post-2022 performance identical to pre-2022.
Walk-forward 9/9 folds. Monte Carlo 200/200 profitable. S5 tick replay confirmed. Max DD only $1,094.
| Strategy | Direction | Trades | Win Rate | Avg Hold | P&L (11yr) | Status |
|---|---|---|---|---|---|---|
| RSI + EMA50 (H1+H2) | LONG | 1,781 | 68% | 2 hours | +$140,827(₹134.79 lakh) | PAPER |
| RSI + EMA50 (H1+H2) | SHORT | 2,203 | 73% | 2 hours | +$203,030(₹194.32 lakh) | PAPER |
Built with data. Validated with backtests. Ready for production.
github.com/SubashMourougayane/VibeTrader