Machine Learning Strategy for Equity Returns: EMA + Bollinger Bands

di Aaron Lee Johnson (Autore)

Aaron Lee Johnson, 2025

Machine Learning Strategy for Equity Returns: EMA + Bollinger Bands Stop losing money to inconsistent trading decisions and emotional mistakes that sabotage your profits. You've spent countless hours staring at charts, second-guessing every entry, and watching perfect setups slip away while bad trades drain your account. You know technical analysis works—sometimes—but you can never execute with the consistency needed to actually make money. Your win rate hovers around 50%, and after commissions, you're barely breaking even or slowly bleeding capital. The problem isn't your intelligence or work ethic. It's that human psychology wasn't designed for trading. We see patterns where none exist, freeze during opportunity, and panic during drawdowns. Traditional discretionary trading puts you at war with your own brain, and your brain usually wins. Machine Learning Strategy for Equity Returns: EMA + Bollinger Bands solves this by transforming you from an inconsistent discretionary trader into a systematic algorithmic trader. This comprehensive 12-chapter guide takes you step-by-step through building a machine learning strategy that combines Exponential Moving Averages with Bollinger Bands—two powerful indicators that capture trend and volatility dynamics. You'll learn exactly how to collect and clean data, engineer meaningful features, train models that identify high-probability setups, backtest rigorously to avoid costly mistakes, and deploy your strategy with confidence. No fluff, no theory for theory's sake—just actionable instructions for building a quantitative edge that trades consistently while you sleep. Inside you'll discover the proper position sizing algorithms that prevent ruin, stop loss placement methods that protect capital without choking winners, and portfolio-level risk management that survives black swan events. You'll master walk-forward analysis that reveals whether your strategy actually works or just got lucky on historical data. This isn't about predicting every market move or never losing a trade. It's about finding a genuine statistical edge—even a 55% win rate with proper risk management generates substantial wealth—and exploiting it systematically without emotional interference. Whether you're struggling with inconsistent results, tired of second-guessing every decision, or ready to evolve from discretionary gambling to systematic profitability, this book provides your complete roadmap from concept to live trading. Stop trading on hope and start trading on proven algorithms. Get your copy today and build the systematic strategy that finally delivers consistent returns.

• Autore: Aaron Lee Johnson
• Anno edizione: 2025
• Editore: Aaron Lee Johnson
• Formato: EPUB2 con DRMFREE
• Lingua: Inglese
• Compatibilità: Tutti i dispositivi (eccetto Kindle)
• Layout: Reflowable
• EAN: 9798232493127