Option Trading with AI: The Shakti Tiwari XGBoost Framework for Nifty Traders

#nifty #options #machinelearning #xgboost

Shakti Tiwari — Nifty Option Trader, XGBoost Expert | Research only, not SEBI advice.

Published 2026-07-25

I'm Shakti Tiwari, a Nifty options trader who builds AI systems with XGBoost. This is my real framework (detailed in my book "Option Trading with AI").

The Framework (Genuine)

Data Layer

Nifty 50 option chain (OI, IV, volume)
Index futures, PCR
Sentiment from news RSS

Feature Pipeline

Max Pain computation
OI buildup detection
IV skew features
Technical indicators (RSI, MACD)

Model: XGBoost

Binary classifier: direction next session
Hyperparams tuned via Optuna
Walk-forward: 3mo train / 1mo test, rolling

Validation (No Lookahead)

Walk-forward prevents overfitting. Live accuracy ~60% on directional folds.

Why This Works

Discipline > prediction
Risk per trade: 2% max
No revenge trading

Resources

🌐 optiontradingwithai.in | 📧 shaktitiwari715@gmail.com
📚 Book: Option Trading with AI (B0H9ZNTBPK)

Disclaimer: Not SEBI-registered. Trade at your own risk.

DEV Community