Machine Learning for Financial Risk Management with Python: Algorithms for Modeling Risk - Softcover

Karasan, Abdullah

 
9781492085256: Machine Learning for Financial Risk Management with Python: Algorithms for Modeling Risk
Softcover
ISBN 10: 1492085251 ISBN 13: 9781492085256
Verlag: O'Reilly Media, 2021

Inhaltsangabe

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 models
  • Explore volatility modeling to measure degrees of risk, using support vector regression, neural networks, and deep learning
  • Improve market risk models (VaR and ES) using ML techniques and including liquidity dimension
  • Develop a credit risk analysis using clustering and Bayesian approaches
  • Capture different aspects of liquidity risk with a Gaussian mixture model and Copula model
  • Use machine learning models for fraud detection
  • Predict stock price crash and identify its determinants using machine learning models

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Über die Autorin bzw. den Autor

<div><p>Abdullah Karasan was born in Berlin, Germany. After studying economics and business administration, he obtained his master's degree in applied economics from the University of Michigan, Ann Arbor, and his PhD in financial mathematics from the Middle East Technical University, Ankara. He is a former Treasury employee of Turkey and currently works as a principal data scientist at Magnimind and as a lecturer at the University of Maryland, Baltimore. He has also published several papers in the field of financial data science.</p></div>

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Verlag
O'Reilly Media
Erscheinungsdatum
2021
Sprache
Englisch
ISBN 10 
1492085251
ISBN 13 
9781492085256
Einband
Taschenbuch
Anzahl der Seiten
331
Kontakt zum Hersteller
O'Reilly
https://oreilly.com

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