NIFTY Intraday Backtest: VWAP Breakout Strategy with XGBoost Signals
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How I combined institutional order flow with machine learning — and what 300 rows of NIFTY data revealed Most retail traders use VWAP as a single indicator. “Price above VWAP = bullish, below = bearish.” It’s not wrong, but it’s dangerously incomplete. Institutional algorithms don’t just trade VWAP — they hunt for VWAP reclaim and rejection with order book imbalance, OI shifts, and volume delta. I built a system that combines VWAP breakout with XGBoost to filter false signals. Here’s the full…
1Key Takeaways
- How I combined institutional order flow with machine learning — and what 300 rows of NIFTY data revealed Most retail traders use VWAP as a single indicator.
- “Price above VWAP = bullish, below = bearish.” It’s not wrong, but it’s dangerously incomplete.
- Institutional algorithms don’t just trade VWAP — they hunt for VWAP reclaim and rejection with order book imbalance, OI shifts, and volume delta.
- I built a system that combines VWAP breakout with XGBoost to filter false signals.
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that how I combined institutional order flow with machine learning — and what 300 rows of NIFTY data revealed Most retail traders use VWAP as a single indicator.
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