{"product_id":"deep-learning-in-quantitative-trading-zihao-zhang-9781009707114","title":"Deep Learning in Quantitative Trading","description":"This Element provides a comprehensive guide to deep learning in quantitative trading, merging foundational theory with hands-on applications. It is organized into two parts. The first part introduces the fundamentals of financial time-series and supervised learning, exploring various network architectures, from feedforward to state-of-the-art. To ensure robustness and mitigate overfitting on complex real-world data, a complete workflow is presented, from initial data analysis to cross-validation techniques tailored to financial data. Building on this, the second part applies deep learning methods to a range of financial tasks. The authors demonstrate how deep learning models can enhance both time-series and cross-sectional momentum trading strategies, generate predictive signals, and be formulated as an end-to-end framework for portfolio optimization. Applications include a mixture of data from daily data to high-frequency microstructure data for a variety of asset classes. Throughout, they include illustrative code examples and provide a dedicated GitHub repository with detailed implementations.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Zihao Zhang,Stefan Zohren\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1009707116\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781009707114\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cambridge University Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/30\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 184\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.56lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.39d","brand":"Zihao Zhang","offers":[{"title":"Paperback","offer_id":47452880404735,"sku":"9781009707114","price":23.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_501c9ee3-f038-456d-800b-e6b5ab2b042c.jpg?v=1761931038","url":"https:\/\/www.whiterainbookhouse.com\/products\/deep-learning-in-quantitative-trading-zihao-zhang-9781009707114","provider":"WR Book House","version":"1.0","type":"link"}