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shakti tiwari

Nifty Option Trader, Research Analyst & XGBoost Expert — daily NSE India research. Trader & Entrepreneur.

Location India Joined Joined on  Personal website https://optiontradingwithai.in
XGBoost colsample_bytree / colsample_bylevel / colsample_bynode: The Column-Sampling Trio Explained with 5-Fold CV Numbers
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XGBoost colsample_bytree / colsample_bylevel / colsample_bynode: The Column-Sampling Trio Explained with 5-Fold CV Numbers

#xgboost #machinelearning #trading #ai
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11 min read
XGBoost `subsample` & `sampling_method`: The Bagging Lever That Quietly Saves Your Regression
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XGBoost `subsample` & `sampling_method`: The Bagging Lever That Quietly Saves Your Regression

#xgboost #machinelearning #trading #ai
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12 min read
XGBoost gamma (min_split_loss): The Minimum Loss Reduction Gate on Every Split
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XGBoost gamma (min_split_loss): The Minimum Loss Reduction Gate on Every Split

#xgboost #machinelearning #trading #ai
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11 min read
XGBoost min_child_weight: The Leaf-Size Floor That Fights Overfitting
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XGBoost min_child_weight: The Leaf-Size Floor That Fights Overfitting

#xgboost #machinelearning #trading #ai
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13 min read
XGBoost max_depth: The Bias-Variance Knob That Decides Tree Complexity
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XGBoost max_depth: The Bias-Variance Knob That Decides Tree Complexity

#xgboost #machinelearning #trading #ai
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13 min read
XGBoost eta (learning_rate): The One Knob That Controls How Fast Your Model Learns — With a Real 5-Fold Benchmark
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XGBoost eta (learning_rate): The One Knob That Controls How Fast Your Model Learns — With a Real 5-Fold Benchmark

#xgboost #machinelearning #trading #ai
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10 min read
SMOTE + The Train/Test Leakage Trap: The #1 Mistake That Inflates Your NIFTY Metrics
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SMOTE + The Train/Test Leakage Trap: The #1 Mistake That Inflates Your NIFTY Metrics

#smote #machinelearning #datascience #ai
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11 min read
SMOTE Explained: The kNN Interpolation Algorithm Behind Synthetic Oversampling
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SMOTE Explained: The kNN Interpolation Algorithm Behind Synthetic Oversampling

#smote #machinelearning #imbalanceddata #ai
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9 min read
XGBoost eta (learning_rate): The One Knob That Controls How Fast Your Model Learns — With a Real 5-Fold Benchmark
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XGBoost eta (learning_rate): The One Knob That Controls How Fast Your Model Learns — With a Real 5-Fold Benchmark

#xgboost #machinelearning #trading #ai
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10 min read
Block Bootstrap Confidence Intervals for Backtest Metrics: How to Know If Your Edge Is Real
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Block Bootstrap Confidence Intervals for Backtest Metrics: How to Know If Your Edge Is Real

#backtesting #quant #python #statistics
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12 min read
Mean Reversion in NIFTY: Bollinger + Z-Score Framework
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Mean Reversion in NIFTY: Bollinger + Z-Score Framework

#nifty #meanreversion #bollinger #trading
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2 min read
Pairs Trading on Indian Stocks: Cointegration + ML Signal
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Pairs Trading on Indian Stocks: Cointegration + ML Signal

#india #pairs #meanreversion #machinelearning
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2 min read
Market Breadth (Advance-Decline) for NIFTY: Is the Rally Broad?
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Market Breadth (Advance-Decline) for NIFTY: Is the Rally Broad?

#nifty #breadth #market #india
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2 min read
VIX Term Structure & India VIX: Contango/Backwardation Edge
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VIX Term Structure & India VIX: Contango/Backwardation Edge

#nifty #vix #volatility #india
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2 min read
Gamma Scalping NIFTY: Delta-Hedge Your Long Gamma
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Gamma Scalping NIFTY: Delta-Hedge Your Long Gamma

#nifty #options #greeks #volatility
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3 min read
SHAP for Trading Models: Opening the Black Box
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SHAP for Trading Models: Opening the Black Box

#machinelearning #xgboost #interpretability #trading
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4 min read
Walk-Forward Validation: The Only Backtest That Doesn't Lie
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Walk-Forward Validation: The Only Backtest That Doesn't Lie

#machinelearning #backtesting #trading #datascience
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4 min read
Target Engineering for Trading ML: Why Your Label Is 60% of the Model
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Target Engineering for Trading ML: Why Your Label Is 60% of the Model

#machinelearning #xgboost #trading #datascience
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4 min read
Put-Call Parity for Nifty Options: The No-Arbitrage Relationship Behind Every Option Price
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Put-Call Parity for Nifty Options: The No-Arbitrage Relationship Behind Every Option Price

#options #derivatives #nifty #quant
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12 min read
Paper Trading Journal: How to Review Your Trades Like a Pro
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Paper Trading Journal: How to Review Your Trades Like a Pro

#trading #risk #devjournal #education
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3 min read
Order Blocks in NIFTY: The SMC Concept That Actually Works
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Order Blocks in NIFTY: The SMC Concept That Actually Works

#nifty #smc #trading #india
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4 min read
MACD + Supertrend: Trend Confirmation for NIFTY
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MACD + Supertrend: Trend Confirmation for NIFTY

#nifty #indicators #trend #india
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3 min read
Regime-Conditional Position Sizing: Linking Detection to Risk Budget
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Regime-Conditional Position Sizing: Linking Detection to Risk Budget

#python #machinelearning #trading #options
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15 min read
"Calendar Spreads on NIFTY: Cheap Vega Plays Explained"
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"Calendar Spreads on NIFTY: Cheap Vega Plays Explained"

#options #strategy #nifty #volatility
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4 min read
"Volatility Skew in NIFTY Options: What the Smile Tells You"
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"Volatility Skew in NIFTY Options: What the Smile Tells You"

#options #volatility #nifty #trading
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4 min read
"Gamma Exposure (GEX) Explained: How Dealers Move NIFTY"
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"Gamma Exposure (GEX) Explained: How Dealers Move NIFTY"

#options #trading #nifty #volatility
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5 min read
IV Crush in NIFTY Weekly Expiry: Real Examples and How to Avoid the Trap
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IV Crush in NIFTY Weekly Expiry: Real Examples and How to Avoid the Trap

#options #trading #volatility #python
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5 min read
Build a Local RAG Chatbot for Trading Research Using Ollama + Termux (Zero API Cost)
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Build a Local RAG Chatbot for Trading Research Using Ollama + Termux (Zero API Cost)

#python #ai #rag #tutorial
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6 min read
Data Contracts for Quant Pipelines: Schema Enforcement at Ingest
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Data Contracts for Quant Pipelines: Schema Enforcement at Ingest

#python #machinelearning #dataengineering #quant
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14 min read
Tabular Data for Nifty Traders — Why XGBoost Beats Deep Learning (with Real 120-Day Data)
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Tabular Data for Nifty Traders — Why XGBoost Beats Deep Learning (with Real 120-Day Data)

#xgboost #tabular #nifty #trading
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8 min read
PCR (Put-Call Ratio) in Options Trading Explained with Real NIFTY Data — Why the Popular 'Buy Below 0.7' Rule Fails
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PCR (Put-Call Ratio) in Options Trading Explained with Real NIFTY Data — Why the Popular 'Buy Below 0.7' Rule Fails

#pcr #options #nifty #trading
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7 min read
Vega Bucketing: Managing Volatility Exposure Across Tenors (with Python)
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Vega Bucketing: Managing Volatility Exposure Across Tenors (with Python)

#options #volatility #quant #riskmanagement
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13 min read
I Ran 120 Days of NIFTY Option-Chain Data Through a Similarity Engine — Why Most Retail 'Signals' Are Noise
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I Ran 120 Days of NIFTY Option-Chain Data Through a Similarity Engine — Why Most Retail 'Signals' Are Noise

#nifty #options #pcr #trading
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10 min read
nse-bse-mcp Install Guide: NIFTY Option Chain Python mei Live
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nse-bse-mcp Install Guide: NIFTY Option Chain Python mei Live

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7 min read
Hermes Agent se NSE Options MCP Research kaise chalayein (Live Demo)
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Hermes Agent se NSE Options MCP Research kaise chalayein (Live Demo)

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7 min read
Signal Gate Design: NO_TRADE kab bolna chahiye ( 20 sessions rule)
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Signal Gate Design: NO_TRADE kab bolna chahiye ( 20 sessions rule)

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6 min read
Options-Buyer V2 Architecture: ek model kyun fail hota hai
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Options-Buyer V2 Architecture: ek model kyun fail hota hai

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6 min read
Purged Cross-Validation: overfitting kyun marta hai trading models ko
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Purged Cross-Validation: overfitting kyun marta hai trading models ko

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6 min read
Skill Manager Router: 100+ Hermes skills ka confusion kaise avoid karein
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Skill Manager Router: 100+ Hermes skills ka confusion kaise avoid karein

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6 min read
Free SEO MCP SuperStack: GSC + GA4 + PageSpeed bina paise ke
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Free SEO MCP SuperStack: GSC + GA4 + PageSpeed bina paise ke

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6 min read
Inside Our NSE F&O ML Engine: Live Dhan API Data Meets an EOD-Audited, Leakage-Safe Blueprint
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Inside Our NSE F&O ML Engine: Live Dhan API Data Meets an EOD-Audited, Leakage-Safe Blueprint

#nse #machinelearning #xgboost #trading
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12 min read
How to Build a Simple NSE EOD Options/Stock ML Model Manually (No Live API, No Wizardry)
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How to Build a Simple NSE EOD Options/Stock ML Model Manually (No Live API, No Wizardry)

#nse #machinelearning #options #india
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9 min read
Options Trading in Germany: Retail Access, Tax (Abgeltsteuer), and Platforms for 2026
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Options Trading in Germany: Retail Access, Tax (Abgeltsteuer), and Platforms for 2026

#options #germany #trading #retail
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8 min read
Options Trading in the UK: Retail Rules, Platforms, and Tax Reality for 2026
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Options Trading in the UK: Retail Rules, Platforms, and Tax Reality for 2026

#options #uk #trading #retail
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8 min read
Options Trading Taxes in Europe: How Retail Traders Get Taxed (Country-by-Country Reality Check)
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Options Trading Taxes in Europe: How Retail Traders Get Taxed (Country-by-Country Reality Check)

#options #taxes #europe #guide
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8 min read
European vs American Options: The Exercise Difference That Changes Your Whole Strategy
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European vs American Options: The Exercise Difference That Changes Your Whole Strategy

#options #european #american #explained
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8 min read
Best Options Trading Platforms in Europe 2026: A Retail Comparison (Low-Competition Guide)
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Best Options Trading Platforms in Europe 2026: A Retail Comparison (Low-Competition Guide)

#options #europe #platform #trading
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8 min read
Best Option Trading Apps in India 2026: Free Paper Trading, Data, and API Access Ranked by Use Case
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Best Option Trading Apps in India 2026: Free Paper Trading, Data, and API Access Ranked by Use Case

#optiontrading #app #india #broker
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8 min read
Sensex Options Trading in India: What They Are, How They Differ from NIFTY, and Who Should Trade Them
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Sensex Options Trading in India: What They Are, How They Differ from NIFTY, and Who Should Trade Them

#sensex #options #trading #india
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8 min read
Bank Nifty Option Selling: Higher Decay, Wider Stops, and How to Size It
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Bank Nifty Option Selling: Higher Decay, Wider Stops, and How to Size It

#banknifty #optionselling #strategy #india
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8 min read
Option Selling Strategies in India: How Retail Traders Sell Premium Without Getting Wrecked
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Option Selling Strategies in India: How Retail Traders Sell Premium Without Getting Wrecked

#optionselling #strategy #options #india
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9 min read
NSE Option Chain Explained: OI, PCR and Greeks That Actually Matter for NIFTY Traders
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NSE Option Chain Explained: OI, PCR and Greeks That Actually Matter for NIFTY Traders

#optionchain #nifty #options #india
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9 min read
SEBI's New F&O Rules: What They Mean for Indian Retail Options Traders
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SEBI's New F&O Rules: What They Mean for Indian Retail Options Traders

#sebi #options #trading #india
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9 min read
AI Options Trading in India 2026: What Actually Works, What's Hype, and How to Start Without Burning Capital
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AI Options Trading in India 2026: What Actually Works, What's Hype, and How to Start Without Burning Capital

#ai #options #trading #india
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8 min read
XGBoost vs LightGBM on NIFTY: I Trained Both on 497 Days and They Are Twins (and Both Lose) | Shakti Tiwari
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XGBoost vs LightGBM on NIFTY: I Trained Both on 497 Days and They Are Twins (and Both Lose) | Shakti Tiwari

#xgboost #lightgbm #nifty #experiment
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11 min read
AI vs a 5-Line Rule: I Pitted XGBoost Against "Buy If Yesterday Rose" on 497 Days of NIFTY | Shakti Tiwari
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AI vs a 5-Line Rule: I Pitted XGBoost Against "Buy If Yesterday Rose" on 497 Days of NIFTY | Shakti Tiwari

#nifty #xgboost #ai #experiment
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11 min read
Can AI Predict NIFTY Tomorrow? 6 Months of NSE Data Give an Uncomfortable Answer | Shakti Tiwari
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Can AI Predict NIFTY Tomorrow? 6 Months of NSE Data Give an Uncomfortable Answer | Shakti Tiwari

#nifty #xgboost #ai #experiment
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5 min read
Bitcoin Never Sleeps — Does XGBoost? Testing AI Across 24/7 Market Regimes | Shakti Tiwari
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Bitcoin Never Sleeps — Does XGBoost? Testing AI Across 24/7 Market Regimes | Shakti Tiwari

#bitcoin #xgboost #ai #experiment
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5 min read
Solana — Anatoly Yakovenko, Proof of History, and AI Trading Integration (2026) | Shakti Tiwari
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Solana — Anatoly Yakovenko, Proof of History, and AI Trading Integration (2026) | Shakti Tiwari

#solana #blockchain #ai #trading
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8 min read
Ethereum — Vitalik, Smart Contracts, and AI Trading Integration (2026) | Shakti Tiwari
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Ethereum — Vitalik, Smart Contracts, and AI Trading Integration (2026) | Shakti Tiwari

#ethereum #vitalik #ai #trading
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8 min read
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