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In this video, we automate the ascending triangle pattern detection in Python and turn it into a complete trading strategy. We then run a backtest on Gold prices (5-minute timeframe, 57 trading days) with results reaching 383% returns and an 86% win rate using leverage. You’ll learn step by step how to: - Detect pivot points (swing highs and lows) - Build the ascending triangle pattern algorithm in Python - Avoid look-ahead bias in your backtests - Run a full automated trading strategy backtest - Experiment with parameters for different assets ╔═╦═╦═╦═╦═╦═╦═╦═╦═╦═╦═╦═╦═╦═╦═╦═╦═╦══╦═╦═╦══╦═╦═╦══╦═╦═╦ 📘 Book available on Amazon (Algorithmic Trading Hands-On Approach Using Python): https://a.co/d/6woMBHt 💲 My Algorithmic Trading Course In Python for all levels (Udemy Sale Coupons): https://www.codetradingcafe.com/ Happy learning, happy coding ☕ ╚═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩═╩ 📌 Download the Python code for FREE from the link and test it yourself: https://github.com/ZiadFrancis/AscendingTrianglesBacktest 00:00 Ascending Triangles Introduction and Results 00:34 Triangle Pattern Detection Examples On Price Charts 00:59 Swing High and Swing Low Detection 02:00 Detecting Triangle Pattern Algorithm 02:50 Python Code Walkthrough 11:13 Coding The Strategy And Trade Management #algorithmictrading #trading #autotradingsoftware #backtesting #python
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