Risk Modeling: Practical Applications of Artificial Intelligence, Machine Learning, and Deep Learning Terisa Roberts

Risk Modeling: Practical Applications of Artificial Intelligence, Machine Learning, and Deep Learning Terisa Roberts – Ebook Instant Download/Delivery ISBN(s): 9781119824930,1119824931, 9781119824947, 111982494X

Product details:

• ISBN 10: 111982494X
• ISBN 13: 9781119824947
• Author:  Terisa Roberts

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.

Table contents:

CHAPTER 1: Introduction

CHAPTER 2: Data Management and Preparation

CHAPTER 3: Artificial Intelligence, Machine Learning, and Deep Learning Models for Risk Management

CHAPTER 4: Explaining Artificial Intelligence, Machine Learning, and Deep Learning Models

CHAPTER 5: Bias, Fairness, and Vulnerability in Decision-Making

CHAPTER 6: Machine Learning Model Deployment, Implementation, and Making Decisions

CHAPTER 7: Extending the Governance Framework for Machine Learning Validation and Ongoing Monitoring

CHAPTER 8: Optimizing Parameters for Machine Learning Models and Decisions in Production

CHAPTER 9: The Interconnection between Climate and Financial Stability

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