{"product_id":"machine-learning-for-options-trading-building-alpha-with-data-driven-signals-predictive-modeling-feature-engineering-and-risk-aware-execution-for-9798268328554","title":"Machine Learning for Options Trading: Building Alpha with Data-Driven Signals: Predictive Modeling, Feature Engineering, and Risk-Aware Execution for","description":"\u003cp\u003e • Author(s): Alice Schwartz | Hayden Van Der Post\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Investments \u0026amp; Securities - Options\u003c\/p\u003e\u003cp\u003e\u003cb\u003eReactive Publishing\u003c\/b\u003e\u003c\/p\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","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46332331917463,"sku":"9798268328554","price":3671.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798268328554.webp?v=1768725853","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-for-options-trading-building-alpha-with-data-driven-signals-predictive-modeling-feature-engineering-and-risk-aware-execution-for-9798268328554","provider":"Atlantic Books","version":"1.0","type":"link"}