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🧠 About Me

usman = {
    "role"      : "ML Engineer & Quantitative Trader",
    "location"  : "Pakistan 🇵🇰",
    "focus"     : ["Binary Options", "Forex", "Algorithmic Trading"],
    "stack"     : ["Python", "LightGBM", "Pandas", "Plotly", "Pine Script v6"],
    "approach"  : "Walk-forward validated models — no overfitting, no shortcuts",
    "status"    : "Building fully automated, profitable trading systems 🚀",
    "contact"   : "t.me/usmanch069",
}

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🏆 Flagship Project — Binary Options ML Pipeline

Metric	Result
� Win Rate	58.47% (breakeven: 55.56%)
💰 Net P&L	+668.6 units over 18 months
📅 Profitable Months	15 / 18 out-of-sample
🔁 Walk-Forward Windows	10 / 12 profitable
🤖 Model	LightGBM · 260 features · 3 pairs

Strategy: At each M5 candle close, predict 15-min binary option direction. Only trade when model confidence |prob − 0.5| ≥ 0.06 — filters to top 9.5% of signals.

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🚀 All Projects

🏆 Project	Description	Stack
binary-options-ml	Full ML pipeline for forex binary options · 58.47% win rate · 15/18 profitable months · Walk-forward validated	Python LightGBM Pandas
quotex-historical-data	Historical OHLCV data scraper & exporter for Quotex broker	Python WebSocket
binary-options-tradingview-script	Pine Script v6 indicator for binary options signals on TradingView	Pine Script v6

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🛠️ Tech Stack

Languages

Machine Learning & Data

Trading & APIs

Tools

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Connect

Open to collaborations on trading systems, ML research, and automation projects 🤝

"The market is a device for transferring money from the impatient to the patient." — Warren Buffett

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