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Machine Learning and Data Sciences for Financial Markets

Download or Read eBook Machine Learning and Data Sciences for Financial Markets PDF written by Agostino Capponi and published by Cambridge University Press. This book was released on 2023-04-30 with total page 743 pages. Available in PDF, EPUB and Kindle.
Machine Learning and Data Sciences for Financial Markets
Author :
Publisher : Cambridge University Press
Total Pages : 743
Release :
ISBN-10 : 9781009034036
ISBN-13 : 1009034030
Rating : 4/5 (36 Downloads)

Book Synopsis Machine Learning and Data Sciences for Financial Markets by : Agostino Capponi

Book excerpt: Leveraging the research efforts of more than sixty experts in the area, this book reviews cutting-edge practices in machine learning for financial markets. Instead of seeing machine learning as a new field, the authors explore the connection between knowledge developed by quantitative finance over the past forty years and techniques generated by the current revolution driven by data sciences and artificial intelligence. The text is structured around three main areas: 'Interactions with investors and asset owners,' which covers robo-advisors and price formation; 'Risk intermediation,' which discusses derivative hedging, portfolio construction, and machine learning for dynamic optimization; and 'Connections with the real economy,' which explores nowcasting, alternative data, and ethics of algorithms. Accessible to a wide audience, this invaluable resource will allow practitioners to include machine learning driven techniques in their day-to-day quantitative practices, while students will build intuition and come to appreciate the technical tools and motivation for the theory.


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