A WIDE-RANGING OVERVIEW OF THE USE OF MACHINE LEARNING AND AI
TECHNIQUES IN FINANCIAL RISK MANAGEMENT, INCLUDING PRACTICAL ADVICE
FOR IMPLEMENTATION
_Risk Modeling: Practical Applications of Artificial Intelligence,
Machine Learning, and Deep Learning_ introduces readers to the use of
innovative AI technologies for forecasting and evaluating financial
risks. Providing up-to-date coverage of the practical application of
current modelling techniques in risk management, this real-world guide
also explores new opportunities and challenges associated with
implementing machine learning and artificial intelligence (AI) into
the risk management process.
Authors Terisa Roberts and Stephen Tonna provide readers with a clear
understanding about the strengths and weaknesses of machine learning
and AI while explaining how they can be applied to both everyday risk
management problems and to evaluate the financial impact of extreme
events such as global pandemics and changes in climate. Throughout the
text, the authors clarify misconceptions about the use of machine
learning and AI techniques using clear explanations while offering
step-by-step advice for implementing the technologies into an
organization's risk management model governance framework. This
authoritative volume:
* Highlights the use of machine learning and AI in identifying
procedures for avoiding or minimizing financial risk
* Discusses practical tools for assessing bias and interpretability
of resultant models developed with machine learning algorithms and
techniques
* Covers the basic principles and nuances of feature engineering and
common machine learning algorithms
* Illustrates how risk modeling is incorporating machine learning
and AI techniques to rapidly consume complex data and address current
gaps in the end-to-end modelling lifecycle
* Explains how proprietary software and open-source languages can be
combined to deliver the best of both worlds: for risk models and risk
practitioners
_Risk Modeling: Practical Applications of Artificial Intelligence,
Machine Learning, and Deep Learning_ is an invaluable guide for CEOs,
CROs, CFOs, risk managers, business managers, and other professionals
working in risk management.
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Practical Applications of Artificial Intelligence, Machine Learning, and Deep Learning
Produktdetaljer
ISBN
9781119824947
Publisert
2022
Utgave
1. utgave
Utgiver
Vendor
John Wiley & Sons P&T
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter