{"product_id":"high-performance-algorithmic-trading-using-machine-franck-bardol-9789365893892","title":"High-performance Algorithmic Trading using Machine Learning: Building automated trading strategies with AutoML and feature engineering (English Editio","description":"\u003cp\u003eMachine learning is not just an advantage; it is becoming standard practice among top-performing trading firms. As traditional strategies struggle to navigate noise, complexity, and speed, ML-powered systems extract alpha by identifying transient patterns beyond human reach. This shift is transforming how hedge funds, quant teams, and algorithmic platforms operate, and now, these same capabilities are available to advanced practitioners.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book is a practitioner's blueprint for building production-grade ML trading systems from scratch. It goes far beyond basic return-sign classification tasks, which often fail in live markets, and delivers field-tested techniques used inside elite quant desks. It covers everything from the fundamentals of systematic trading and ML's role in detecting patterns to data preparation, backtesting, and model lifecycle management using Python libraries. You will learn to implement supervised learning for advanced feature engineering and sophisticated ML models. You will also learn to use unsupervised learning for pattern detection, apply ultra-fast pattern matching to chartist strategies, and extract crucial trading signals from unstructured news and financial reports. Finally, you will be able to implement anomaly detection and association rules for comprehensive insights. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eBy the end of this book, you will be ready to design, test, and deploy intelligent trading strategies to institutional standards.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWHAT YOU WILL LEARN\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e● Build end-to-end machine learning pipelines for trading systems.\u003c\/p\u003e\u003cp\u003e● Apply unsupervised learning to detect anomalies and regime shifts.\u003c\/p\u003e\u003cp\u003e● Extract alpha signals from financial text using modern NLP.\u003c\/p\u003e\u003cp\u003e● Use AutoML to optimize features, models, and parameters.\u003c\/p\u003e\u003cp\u003e● Design fast pattern detectors from signal processing techniques.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWHO THIS BOOK IS FOR\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis book is for robo traders, algorithmic traders, hedge fund managers, portfolio managers, Python developers, engineers, and analysts who want to understand, master, and integrate machine learning into trading strategies. Readers should understand basic automated trading concepts and have some beginner experience writing Python code.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Franck Bardol\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 9365893895\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789365893892\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Bpb Publications\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/30\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 342\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.30lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.71d","brand":"Franck Bardol","offers":[{"title":"Paperback","offer_id":48446963286271,"sku":"9789365893892","price":39.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_65ec0e77-8b1e-40c2-ac80-bcdd24123343.jpg?v=1777227904","url":"https:\/\/www.whiterainbookhouse.com\/products\/high-performance-algorithmic-trading-using-machine-franck-bardol-9789365893892","provider":"WR Book House","version":"1.0","type":"link"}