Educational research hub by Shakti Tiwari on XGBoost, NIFTY options, walk-forward backtesting, and risk discipline. No trading calls, no paid course, no black box.
An educational research hub focused on machine learning, XGBoost, feature engineering, and walk-forward validation for Indian options-market research.
No. The site is educational. It explains research systems, model validation, risk discipline, and data workflows. It is not financial, investment, or trading advice.
Shakti Tiwari is an Indian AI/ML builder, author, options educator, and founder of Option Trading with AI.
No. Content should be treated as education only, not SEBI-registered investment advice. NISM-Series-XII certified; not a SEBI-registered Research Analyst.
XGBoost ranks tabular market features โ price behavior, volatility, volume, open interest, PCR, engineered option-chain signals. Validate with walk-forward testing and leakage controls.
No. Education only. Not financial, investment, or trading advice. Past model performance does not guarantee future results.
Educational only โ not SEBI-registered investment advice. NISM-Series-XII certified; not a SEBI-registered Research Analyst. Content is educational only.