Develop a Live Trend-Following Algorithmic Trading Bot for Gold (Python Tutorial) скачать в хорошем качестве

Develop a Live Trend-Following Algorithmic Trading Bot for Gold (Python Tutorial)

@MattMacarty #lumibot #algotrading #pythonfinance #goldtrading *Build a live Trend-Following Algorithmic Trading Bot for Gold using Python and Alpaca.* In Part 3 of our LumiBot series, we implement a classic Simple Moving Average (SMA) crossover strategy to automate trading for the Gold ETF (GLD). We move beyond basic execution to show how to "close and flip" positions—automatically transitioning from long to short as market trends shift. This tutorial covers the end-to-end workflow: from defining signal logic in Pandas to live deployment on the Alpaca Paper Trading API. ⏱️ Technical Milestones 0:00 - Introduction & Series Overview 0:41 - *Strategy Architecture:* 9-Day vs. 21-Day SMA Crossover 2:01 - Class Structure and Strategy Inheritance in Python 3:03 - Defining Strategy Parameters (Symbols, Moving Averages, Quantity) 4:32 - *The Lifecycle:* Implementing the `on_trading_iteration` method 5:03 - Using Pandas to Generate Technical Indicators 5:40 - *Signal Logic:* Preventing "Double-Firing" with Previous Day Checks 7:02 - Connecting to the Alpaca Paper Trading API 7:42 - *Dynamic Position Sizing:* Calculating Quantity based on Cash Balance 8:35 - Backtesting the Strategy Performance 10:42 - *Analysis:* Benchmarking against GLD Buy-and-Hold 11:27 - Preview: Moving to Options Trading Bots --- 🏛️ Implementation Highlights This project demonstrates how to bridge the gap between technical indicators and automated execution: *1. The "Close and Flip" Logic:* Unlike basic strategies, this bot is programmed to recognize trend reversals. It automatically closes a long position and initiates a short position in a single iteration when the fast SMA crosses below the slow SMA. *2. Signal Integrity:* Learn how to use the `np.where` function combined with a "previous day" check to ensure the bot only generates a trade signal at the exact moment of the crossover, preventing unnecessary order submissions. *3. Paper Trading Integration:* We walk through the setup of the Alpaca API, demonstrating how to run your algorithm in a safe, real-time environment without risking capital. --- 🔗 Professional Resources ✅ *LumiWealth Programs:* https://lumiwealth.com (Use code **MACARTY20* for 20% off programs. No commission is received.)* ✅ *Official Code Repository:* https://github.com/mjmacarty/algorith... ✅ *LumiBot Documentation:* https://lumibot.lumiwealth.com ✅ *Research & Tutorials:* https://alphabench.com ✅ *Series Part 1 (Basics):*    • Build a LIVE Algorithmic Trading Bot with ...   ✅ *Subscribe for more Quant Tutorials:* https://www.youtube.com/subscription_... **Disclaimer: This video is for educational purposes only and does not constitute investment advice. Past performance is not indicative of future results.** #python #algotrading #lumibot #gold #tradingbots #quantstats