{"product_id":"machine-learning-and-big-data-with-kdbq","title":"Machine Learning and Big Data with kdb+\/q","description":"\u003cp\u003e\u003cb\u003eDevelop solid high-frequency strategies with q's unprecedented speed and efficiency\u003c\/b\u003e \u003c\/p\u003e\u003cp\u003eIn the world of high-frequency trading, the q programming language and kdb+ database have risen to the top of the ranks as tools for implementing quantitative analyses of all types. Until now, there has been a lack of accessible, implementation-focused books to assist in Data Science and Machine Learning using this technology. \u003ci\u003eMachine Learning and Big Data with kdb+\/q\u003c\/i\u003e bridges this conspicuous gap, providing you with a practical introduction to the q language and a guide to using data science to enable data-driven decision making. You'll also learn the basic principles and techniques underpinning powerful trading mechanisms based upon machine learning. \u003c\/p\u003e\u003cp\u003eThis book opens the world of q and kdb+ to a wide audience, as it emphasises solutions to problems of practical importance. Implementations covered include: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eData description and summary statistics\u003c\/li\u003e \u003cli\u003eBasic regression methods and cointegration\u003c\/li\u003e \u003cli\u003eVolatility estimation and time series modelling\u003c\/li\u003e \u003cli\u003eAdvanced machine learning techniques, including neural networks, random forests, and principal component analysis\u003c\/li\u003e \u003cli\u003eTechniques useful beyond finance related to text analysis, game engines and agent based models\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003eWritten by four top figures in global quantitative finance and technology, \u003ci\u003eMachine Learning and Big Data with kdb+\/q\u003c\/i\u003e is a valuable resource in high-frequency trading.\u003c\/p\u003e","brand":"Frederic Deleze","offers":[{"title":"Default Title","offer_id":42856539095101,"sku":"9781119404750","price":117.85,"currency_code":"AUD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0597\/7689\/2989\/files\/9781119404750_c4a8d4b5-d8b8-44fa-b742-60b0554bc982.jpg?v=1766989283","url":"https:\/\/www.palmleaf.com.au\/products\/machine-learning-and-big-data-with-kdbq","provider":"Palmleaf","version":"1.0","type":"link"}