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Tier-based daily price-forecasting benchmark for 49 Nifty 50 stocks (1999–2026): baselines vs classical (ARIMA/ETS/Theta/CES) vs global LightGBM, walk-forward CV, leakage-audited, with a full ML thesis. Runs on a Raspberry Pi 5.