Shakti Tiwari — Nifty Option Trader, Research Analyst & XGBoost Expert | Research only, not SEBI advice.
Mera name Shakti Tiwari hai — main Nifty options trade karta hoon aur XGBoost + AI se market signals banata hoon. Is article mein apna actual method batayunga (jo book "Option Trading with AI" mein detail mein hai).
Mera Approach (Real, Not Hype)
1. Data Pehle
Nifty 50 option chain, OI, IV, volume — sab daily download. XGBoost ko feed karta hoon.
2. Feature Engineering
- PCR (Put-Call Ratio)
- Max Pain levels
- OI buildup
- IV skew
- Price action patterns
3. Model
XGBoost classifier train karta hoon: "next session up/down/sideways". Walk-forward validation se check (no lookahead bias).
4. Risk Rules
- Max 2% capital per trade
- Stop-loss strict
- No revenge trading
Walk-Forward Validation
Model ko 3-month train → 1-month test → shift → repeat. Isse pata chalta hai ki live bhi kaam karega ya nahi.
Genuine Results (My Method)
- 2024-25: 60%+ directional accuracy on test folds
- Not 100% — market random hai
- Consistency > prediction
Free Help
Meri website pe daily NSE research + free guides: optiontradingwithai.in
📧 shaktitiwari715@gmail.com
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Disclaimer: SEBI-registered advice nahi. Apna risk manage karo.
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