{"product_id":"machine-learning-for-short-term-options-danny-munrow-9798274420655","title":"Machine Learning for Short-Term Options Trading: Real-time ML models, Greeks-aware prediction engines, earnings-driven IV forecasting.","description":"\u003cb\u003eReactive Publishing\u003c\/b\u003e\u003cp\u003e\u003ci\u003eIn the modern derivatives market, speed alone is no longer an edge, intelligence is. Machine learning has quietly become the backbone of the most profitable short-term options strategies. Now, for the first time, this hidden layer of quantitative practice is revealed with clarity, precision, and institutional depth.\u003c\/i\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eMachine Learning for Short-Term Options Trading\u003c\/b\u003e is a definitive guide to building predictive systems capable of navigating the microstructure, volatility shifts, and order-flow dynamics that shape intraday and multi-day options performance. Designed for traders who demand more than indicators and heuristics, this book shows you how to engineer real, testable edge using advanced modeling techniques.\u003c\/p\u003e\u003cp\u003eInside, you will learn how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eBuild and train ML models for directional, volatility, and skew forecasting\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003ePredict short-term IV changes, delta drift, and gamma-linked price behavior\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eConstruct features that capture volatility clustering, flow pressure, and sentiment\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eIdentify structural short-term patterns around earnings, macro releases, and liquidity cycles\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDesign robust pipelines for real-time decision making and automated execution\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eEvaluate edge durability using regime filters, cross-validation, and walk-forward analysis\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eIntegrate ML signals into spreads, verticals, straddles, and short-term directional plays\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eFrom steel-tight data engineering to battle-tested execution logic, every chapter is built for the trader who wants to operate at the level of a modern quant desk, without the institutional walls.\u003c\/p\u003e\u003cp\u003eWhether you're an options trader seeking systematic structure or a quantitative researcher exploring short-horizon prediction, this book gives you the roadmap to turn machine learning into a repeatable, scalable edge. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eThis is the new standard for short-term options trading in the age of intelligent markets.\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Danny Munrow,Sterling Whitmore\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798274420655\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/13\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 456\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.33lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.92d","brand":"Danny Munrow","offers":[{"title":"Paperback","offer_id":48443052785919,"sku":"9798274420655","price":41.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_aae20bc1-d846-4058-a99d-34cdb3734a8b.jpg?v=1777201535","url":"https:\/\/www.whiterainbookhouse.com\/products\/machine-learning-for-short-term-options-danny-munrow-9798274420655","provider":"WR Book House","version":"1.0","type":"link"}