{"product_id":"machine-learning-for-options-trading-alice-schwartz-9798268328554","title":"Machine Learning for Options Trading: Building Alpha with Data-Driven Signals: Predictive Modeling, Feature Engineering, and Risk-Aware Execution for","description":"\u003cb\u003eReactive Publishing\u003c\/b\u003e\u003cp\u003e\u003cb\u003eUnlock the Power of Machine Learning to Gain a Competitive Edge in Options Markets\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eIn today's hyper-competitive financial landscape, traditional options trading strategies are no longer enough. \u003ci\u003eMachine Learning for Options Trading\u003c\/i\u003e bridges the gap between theoretical finance and real-world execution by giving you a practical, end-to-end framework to build predictive models, generate trading signals, and optimize execution using Python.\u003c\/p\u003e\u003cp\u003eThis book is your tactical playbook for deploying supervised and unsupervised learning methods to uncover actionable insights buried in options data. From volatility surfaces and skew metrics to time-decay and delta shifts, you'll learn how to engineer features that matter, and turn those features into alpha-generating signals.\u003c\/p\u003e\u003cbr\u003e\u003cb\u003eWhat You'll Learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eFeature Engineering for Derivatives\u003c\/b\u003e: Moneyness, IV rank, skew, term structure, gamma exposure, and more\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eSignal Generation with ML Models\u003c\/b\u003e: Random forests, gradient boosting, and ensemble techniques\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eTime Series Forecasting for Options\u003c\/b\u003e: LSTM and sequence modeling for implied volatility and delta reversion\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eRisk-Aware Portfolio Construction\u003c\/b\u003e: Designing delta\/vega\/gamma-neutral baskets\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eBacktesting \u0026amp; Execution\u003c\/b\u003e: Walk-forward validation, slippage modeling, and trade simulation\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eTools and Frameworks Covered\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003ePython (Pandas, NumPy, Scikit-learn, XGBoost, TensorFlow, Keras)\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eOptionMetrics-style datasets and real-time feeds\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eCustom backtesting engines for options-specific performance\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eQuantitative traders seeking a machine learning edge\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eData scientists entering derivatives markets\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eOptions professionals upgrading their tech stack\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003ePython developers moving into finance\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eWhether you're a seasoned quant or a self-taught trader, this book will help you transition from back-of-the-envelope models to machine-learned alpha with statistical rigor and automation.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eData is the new edge. Machine learning is how you extract it.\u003c\/b\u003e\u003cbr\u003eBuild smarter signals. Trade with conviction. Outperform the crowd.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Alice Schwartz,Hayden Van Der Post\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798268328554\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/03\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 674\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.95lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 1.35d","brand":"Alice Schwartz","offers":[{"title":"Paperback","offer_id":47612060893439,"sku":"9798268328554","price":42.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_101cdcd2-ed01-4a22-856a-9a491d21b984.jpg?v=1764517910","url":"https:\/\/www.whiterainbookhouse.com\/products\/machine-learning-for-options-trading-alice-schwartz-9798268328554","provider":"WR Book House","version":"1.0","type":"link"}