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Machine Learning for FX Trading: Predictive Models, Alternative Data, and Python Implementation by Hayden Van Der Post, Danny Munrow, Henrik S. Madsen

Machine Learning for FX Trading: Predictive Models, Alternative Data, and Python Implementation

by Hayden Van Der Post , Danny Munrow , Henrik S. Madsen
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Book cover type: Paperback
  • ISBN13: 9798198956544
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 526
  • Original Price: GBP 29.72
  • Language: English
  • Edition: N/A
  • Item Weight: 626 grams
  • BISAC Subject(s): Foreign Exchange

Reactive Publishing

Machine Learning for FX Trading provides a practical, hands-on guide to applying machine learning techniques specifically to foreign exchange markets.

This book bridges the gap between theoretical machine learning and real-world FX trading by focusing on predictive modeling, alternative data sources, and production-ready Python implementation. Readers will learn how to build, evaluate, and deploy models that analyze currency pair movements using both traditional and non-traditional datasets.

What You'll Find Inside:

  • Core machine learning models suitable for FX price prediction and regime detection
  • Methods for sourcing, processing, and integrating alternative data into trading strategies
  • Practical Python code examples using modern libraries for data handling, feature engineering, model training, and backtesting
  • Techniques for model validation, overfitting prevention, and performance evaluation in live market conditions
  • Best practices for moving from research to implementation in algorithmic trading systems

Written for quantitative traders, data scientists, and developers with intermediate Python skills and basic knowledge of financial markets, this book emphasizes clarity and reproducibility over hype. All examples are designed to be directly adaptable to your own trading research and development workflow.

Whether you are looking to enhance existing strategies with machine learning or build new systematic approaches for the FX market, this book offers structured, code-first guidance grounded in practical application.

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