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Machine Learning for Financial Risk Management with Python [DRM] - ebook

Wydawnictwo:
Format:
PDF
Data wydania:
7 grudnia 2021
231,90
23190 pkt
punktów Virtualo

Machine Learning for Financial Risk Management with Python [DRM] - ebook

Ebook zabezpieczony DRM. Dowiedz się więcej https://www.empik.com/pomoc/faq-ebook.
Pamiętaj, ebook będzie dostępny do pobrania wyłącznie w wybranym przez Ciebie formacie.
Ebook po zakupie nie będzie dostępny do czytania w aplikacji Empik Go.

Financial risk management is quickly evolving with the help of artificial intelligence. With this practical book, developers, programmers, engineers, financial analysts, risk analysts, and quantitative and algorithmic analysts will examine Python-based machine learning and deep learning models for assessing financial risk. Building hands-on AI-based financial modeling skills, you'll learn how to replace traditional financial risk models with ML models.Author Abdullah Karasan helps you explore the theory behind financial risk modeling before diving into practical ways of employing ML models in modeling financial risk using Python. With this book, you will:Review classical time series applications and compare them with deep learning modelsExplore volatility modeling to measure degrees of risk, using support vector regression, neural networks, and deep learningImprove market risk models (VaR and ES) using ML techniques and including liquidity dimensionDevelop a credit risk analysis using clustering and Bayesian approachesCapture different aspects of liquidity risk with a Gaussian mixture model and Copula modelUse machine learning models for fraud detectionPredict stock price crash and identify its determinants using machine learning models
Kategoria: Computer Technology
Język: Angielski
Zabezpieczenie: brak
ISBN: 978-1-4920-8522-5
Rozmiar pliku: 25 MB

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