Most retail loses not from bad intent but from bad process. This free kit gives the exact pipeline: pull Nifty data via API, compute lagged features (atm_iv, pcr, oi_buildup, vix_india, max_pain_distance), label next-day direction, walk-forward validate, and apply the risk filter. No paid course needed.
The worry: 90 percent of 'courses' sell screenshots, not methodology. This kit is the opposite — reproducible, leakage-audited, free. If you cannot run this notebook, you are not ready to risk capital yet. Download, run, paper-trade 3 months first.
Q: Is this really free?
A: Yes — full pipeline, no paywall, no upsell.
Q: What do I need?
A: Python, free API access, discipline to paper-trade first.
Q: Why worry if I skip?
A: Without process you repeat retail's 95 percent loss rate.
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By Shakti Tiwari · Options AI research pillar. NISM XII certified. Educational only, not investment advice; verify before acting.