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Jul 21, 2026Why Your Nifty XGBoost Model Overfits (and How to Fix It)
Walk-forward validation, XGBoost regularization, and feature fixes for overfitting in Nifty option models.
Jul 21, 20264 min read0 reactions0 comments
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Jul 21, 2026I Wrote a Book on AI-Powered Nifty Trading — And Why It's Not Another 'Get Rich Quick' Guide
151-page research-based book on building AI + XGBoost systems for Nifty option trading — with SEBI-aligned ethics, NISM XII certification, and zero hype.
Jul 21, 20263 min read0 reactions0 comments
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Jul 21, 2026Budget 2026: Derivatives Tax Hike — One Less Trade Per Day
How July 2026 derivatives tax hike impacts retail Nifty traders and why AI-ranked fewer trades offsets the margin drag.
Jul 21, 20263 min read0 reactions0 comments
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Jul 21, 2026SEBI's New Algo Trading Rules (July 2026): What Retail Traders Need to Know
SEBI July 2026 proposals on algo trading surveillance + options volatility controls — what it means for retail Nifty traders running Python bots on Termux.
Jul 21, 20264 min read0 reactions0 comments
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May 15, 2026¿Sabrías dónde invertir en Madrid?
El problema Madrid tiene miles de alojamientos en Airbnb. La pregunta que me hice fue...
May 15, 20262 min read0 reactions0 comments
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Mar 18, 2026How an autonomous coding loop gamed its own validation on 245K tennis matches
Karpathy-style autoresearch on 245,000 tennis matches with chess-inspired ELO and XGBoost that went...
Mar 18, 202617 min read0 reactions0 comments
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Mar 13, 2026I Dockerized a Bank-Grade Credit Card Fraud Detection App with XGBoost (Recall 0.92 + SHAP)
I Dockerized a Bank-Grade Credit Card Fraud Detection App with XGBoost 1....
Mar 13, 20261 min read0 reactions0 comments
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Apr 29, 2026We Benchmarked Scikit-Learn 1.5 vs. XGBoost 2.0 vs. LightGBM 4.0 for ML Model Training Speed
In our 14-day benchmark run across 12 tabular datasets, LightGBM 4.0 outperformed Scikit-Learn 1.5 by...
Apr 29, 202616 min read0 reactions0 comments
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Apr 28, 2026Saved 55% on Recommendation Costs: XGBoost 2.0 vs TensorFlow 2.15 for 1M User Datasets
When our team benchmarked XGBoost 2.0 and TensorFlow 2.15 on a 1 million user recommendation dataset,...
Apr 28, 202615 min read0 reactions0 comments
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Feb 19, 2026Will GBMs Still Dominate Tabular Data for the Next Decade?
Gradient Boosting Machines (GBMs) have become the dominant approach for tabular data because they...
Feb 19, 20263 min read5 reactions0 comments
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Feb 6, 2026Why We Chose XGBoost Over LSTM for Crypto Prediction
The Deep Learning Hype Problem Every crypto prediction tool claims to use "deep learning"...
Feb 6, 20264 min read2 reactions0 comments
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Aug 3, 2025Mastering Gradient Boosting: XGBoost vs LightGBM vs CatBoost Explained Simply
✍️ Introduction Over the past few Months, I've been diving deep into training machine...
Aug 3, 20258 min read1 reactions1 comments